878 resultados para Receiver Operating Characteristic


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OBJETIVO: Análise estratificada de risco em Cirurgia de Revascularização Miocárdica (CRVM). MÉTODOS: Estudou-se, de forma prospectiva, 814 pacientes, aplicando-se dois índices prognósticos (IP): Parsonnet e Higgins Modificado. O IP Higgins foi Modificado por substituição da variável "valor do índice cardíaco" por "síndrome de baixo débito cardíaco", na admissão à Unidade de Terapia Intensiva (UTI). A capacidade discriminatória para morbimortalidade de ambos foi analisada através de curva ROC (receiver operating characteristic). Identificou-se, através de regressão logística, os fatores associados, de forma independente aos eventos. RESULTADOS: A taxa de mortalidade foi de 5,9% e a de morbidade, 35,5%. O IP Higgins Modificado, que analisa variáveis pré, intra-operatórias e variáveis fisiológicas na admissão à UTI, demonstrou áreas sob a curva ROC de 77% para mortalidade e de 67%, para morbidade. Por sua vez, o IP Parsonnet, que analisa somente variáveis pré-operatórias, demonstrou áreas de 62,2% e 62,4%, respectivamente. Doze variáveis caracterizaram-se como fatores prognósticos independentes: idade, diabete melito, baixa superfície corpórea, creatinina (>1,5 mg/dl), hipoalbuminemia, cirurgia não-eletiva, tempo prolongado de circulação extracorpórea (CEC), necessidade de balão intra-aórtico pós-CEC, síndrome de baixo débito cardíaco na admissão do paciente à UTI, freqüência cardíaca elevada, queda do bicarbonato sérico e alargamento do gradiente alvéolo-arterial de oxigênio nesse período. CONCLUSÃO: O IP Higgins Modificado mostrou-se superior ao IP Parsonnet na estratificação de risco cirúrgico, salientando a importância da análise de eventos intra-operatórios e variáveis fisiológicas na admissão do paciente à UTI, quando da definição prognóstica.

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OBJETIVO: Testar o desempenho dos parâmetros diretos do duplex scan no diagnóstico da estenose da artéria renal (EAR) e verificar se os pontos de corte recomendados pela literatura são os mais adequados para se discriminar a gravidade da lesão. MÉTODOS: Estudo prospectivo, incluindo 62 pacientes portadores de EAR, submetidos ao duplex scan, seguido da arteriografia seletiva. O pico de velocidade sistólico (PVS) e a relação renal-aorta (RRA) foram mensurados. A análise estatística incluiu a curva ROC (receiver operating characteristic curve), t test student não pareado a sensibilidade, especificidade, os valores preditivos positivo e negativo, e a acurácia. RESULTADOS: A arteriografia revelou EAR 0-59% em 31 artérias (24%); EAR 60-99% em 91 artérias (72%) e 5 oclusões (4%). A análise de ROC mostrou que o PVS e a RRA apresentaram desempenho semelhante na detecção da lesão, cujas áreas sob as curvas foram 0,96 e 0,95, respectivamente. Considerando os pontos de corte recomendados pela literatura, o PVS de 180 cm/s apresentou sensibilidade de 100% e especificidade de 81%, enquanto que a RRA de 3,5 apresentou sensibilidade de somente 79%, com 93% de especificidade. Estes parâmetros foram analisados de forma conjugada (critério direto), revelando 79% de sensibilidade e 97% de especificidade. Os pontos de corte otimizados foram: PVS de 189 cm/s e RRA de 2,6, demonstrando 100%, 87%, 96% e 87% de sensibilidade e especificidade para o PVS e para a RRA, respectivamente. CONCLUSÃO: O uso isolado do PVS otimizado apresentou o melhor desempenho na detecção e na graduação da EAR.

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OBJETIVO: Avaliar quando se devem realizar exames de cintilografia de perfusão do miocárdio (CPM), baseando-se em informações objetivas obtidas do teste ergométrico e da análise dos fatores clínico-epidemiológicos para doença arterial coronária (DAC). MÉTODOS: Foram submetidos a CPM 2.100 pacientes que foram classificados segundo o resultado da cintilografia, do escore de Duke e de escore clínico-epidemiológico, baseado em Framingham. Os pacientes com cintilografia positiva foram acompanhados a fim de definir se os resultados eram verdadeiros positivos. Foram utilizadas receiver operating characteristic (ROC) curvas para definir a eficiência e os melhores pontos de corte dos escores de Duke e clínico-epidemiológico, na seleção dos pacientes que deveriam ser submetidos a cintilografia. RESULTADOS: Observou-se que, restringindo a solicitação da cintilografia a pacientes com escore de Duke abaixo de 7,5 e/ou escore clínico-epidemiológico acima de 4, deixaríamos de realizar cerca de 50% dos exames com riscos mínimos de perda de diagnóstico. CONCLUSÃO: A utilização do escore de Duke e de escore clínico-epidemiológico para orientar a solicitação da CPM pode diminuir expressivamente o número de exames desnecessários.

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FUNDAMENTO: A hipertensão arterial está relacionada ao incremento da gordura corporal, a qual pode ser avaliada por meio de indicadores antropométricos. OBJETIVO: Determinar o poder preditivo de indicadores antropométricos e estabelecer seus pontos de corte como discriminadores de pressão arterial elevada. MÉTODOS: Estudo transversal realizado com uma amostra de 660 adolescentes de 14 a 19 anos sendo 51,9% moças. Foram considerados os seguintes indicadores antropométricos: índice de massa corporal (IMC), circunferência da cintura, razão cintura/estatura e índice de conicidade. A pressão arterial elevada foi caracterizada por valores acima do percentil 90 para pressão arterial sistólica e/ou pressão arterial diastólica. Para identificação dos preditores de pressão arterial elevada, foi adotada a análise das curvas Receiver Operating Characteristic (ROC), com intervalo de confiança de 95%. Posteriormente, identificaram-se os pontos de corte com suas respectivas sensibilidades e especificidades. RESULTADOS: As áreas sob as curvas ROC com os intervalos de confiança foram: rapazes - circunferência de cintura = 0,80 (0,72-0,89); IMC = 0,79 (0,68-0,89); razão cintura/estatura = 0,77 (0,66-0,88); índice de conicidade = 0,69 (0,56-0,81) e para as moças - circunferência de cintura = 0,96 (0,92-1,00); IMC = 0,95 (0,87-1,00); razão cintura/estatura = 0,93 (0,85-1,00); índice de conicidade = 0,74 (0,50-0,98). Os diversos pontos de corte dos indicadores antropométricos com melhores poderes preditivos e suas respectivas sensibilidades e especificidades foram identificados. CONCLUSÃO: Apesar de a razão cintura/estatura e de o IMC terem apresentado boas áreas sob a curva ROC, sugere-se a utilização da circunferência de cintura para a predição da pressão arterial elevada.

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FUNDAMENTO: A ecocardiografia de estresse com dobutamina de baixa dose é um teste específico para predizer disfunção de contratilidade reversível, mas mesmo assim, sua sensibilidade é menor do que ideal. OBJETIVO: Avaliar os preditores de recuperação miocárdica contrátil após a revascularização, em pacientes sem viabilidade na ecocardiografia de estresse com dobutamina de baixa dose. MÉTODOS: Trinta pacientes consecutivos foram selecionados consecutivamente, que apresentavam estenose coronária/oclusão significantes, tratáveis através de revascularização, anormalidade de motilidade de parede regional na distribuição da artéria afetada e ausência de viabilidade na ecocardiografia de estresse com dobutamina de baixa dose. Os pacientes foram submetidos a estudo de imagem com 99mTc-sestamibi em repouso e então submetidos à revascularização coronária bem sucedida. A ecocardiografia de seguimento foi realizada três meses depois. Os pacientes foram classificados em 2 grupos: grupo 1: com evidência de recuperação miocárdica contrátil após a revascularização na ecocardiografia de seguimento e grupo 2: sem evidência de recuperação miocárdica. Os dois grupos foram comparados em relação aos dados clínicos, ecocardiográficos e cintilográficos. RESULTADOS: A média da idade era 52,3 ± 5,9 anos e 97% eram do sexo masculino. A porcentagem de captação total de 99mTc-sestamibi foi significantemente mais alta no grupo 1 quando comparado ao grupo 2 (p < 0,01) e foi o preditor independente mais forte de recuperação miocárdica contrátil no seguimento de 3 meses na análise de regressão multivariada. A curva ROC (Receiver Operating Characteristic) mostrou que um valor de corte da porcentagem de captação total do 99mTc-sestamibi uptake de 72%, foi o melhor preditor da recuperação miocárdica contrátil, com uma sensibilidade de 100% e especificidade de 95.7%. CONCLUSÃO: Em pacientes sem evidência de viabilidade na ecocardiografia de estresse com dobutamina de baixa dose, a porcentagem de captação total do 99mTc-sestamibi prediz, de forma independente, a recuperação miocárdica contrátil após a revascularização coronária.

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Background:The applicability of international risk scores in heart surgery (HS) is not well defined in centers outside of North America and Europe.Objective:To evaluate the capacity of the Parsonnet Bernstein 2000 (BP) and EuroSCORE (ES) in predicting in-hospital mortality (IHM) in patients undergoing HS at a reference hospital in Brazil and to identify risk predictors (RP).Methods:Retrospective cohort study of 1,065 patients, with 60.3% patients underwent coronary artery bypass grafting (CABG), 32.7%, valve surgery and 7.0%, CABG combined with valve surgery. Additive and logistic scores models, the area under the ROC (Receiver Operating Characteristic) curve (AUC) and the standardized mortality ratio (SMR) were calculated. Multivariate logistic regression was performed to identify the RP.Results:Overall mortality was 7.8%. The baseline characteristics of the patients were significantly different in relation to BP and ES. AUCs of the logistic and additive BP were 0.72 (95% CI, from 0.66 to 0.78 p = 0.74), and of ES they were 0.73 (95% CI; 0.67 to 0.79 p = 0.80). The calculation of the SMR in BP was 1.59 (95% CI; 1.27 to 1.99) and in ES, 1.43 (95% CI; 1.14 to 1.79). Seven RP of IHM were identified: age, serum creatinine > 2.26 mg/dL, active endocarditis, systolic pulmonary arterial pressure > 60 mmHg, one or more previous HS, CABG combined with valve surgery and diabetes mellitus.Conclusion:Local scores, based on the real situation of local populations, must be developed for better assessment of risk in cardiac surgery.

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AbstractBackground:Patients undergoing arterial vascular surgery are considered at increased risk for post-operative complications.Objective:To assess the incidence and predictors of complications and death, as well as the performance of two models of risk stratification, in vascular surgery.Methods:This study determined the incidence of cardiovascular complications and deaths within 30 days from surgery in adults. Univariate comparison and logistic regression assessed the risk factors associated with the outcomes, and the receiver operating characteristic (ROC) curve assessed the discriminatory capacity of the revised cardiac risk index (RCRI) and vascular study group of New England cardiac risk index (VSG-CRI).Results:141 patients (mean age, 66 years; 65% men) underwent the following surgeries: carotid (15); lower limbs (65); abdominal aorta (56); and others (5). Cardiovascular complications and death occurred within 30 days in 28 (19.9%) and 20 (14.2%) patients, respectively. The risk predictors were: age, obesity, stroke, poor functional capacity, altered scintigraphy, surgery of the aorta, and troponin change. The scores RCRI and VSG-CRI had area under the curve of 0.635 and 0.639 for early cardiovascular complications, and 0.562 and 0.610 for death in 30 days.Conclusion:In this small and selected group of patients undergoing arterial vascular surgery, the incidence of adverse events was elevated. The risk assessment indices RCRI and VSG-CRI did not perform well for complications within 30 days.

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AIMS/HYPOTHESIS: Several susceptibility genes for type 2 diabetes have been discovered recently. Individually, these genes increase the disease risk only minimally. The goals of the present study were to determine, at the population level, the risk of diabetes in individuals who carry risk alleles within several susceptibility genes for the disease and the added value of this genetic information over the clinical predictors. METHODS: We constructed an additive genetic score using the most replicated single-nucleotide polymorphisms (SNPs) within 15 type 2 diabetes-susceptibility genes, weighting each SNP with its reported effect. We tested this score in the extensively phenotyped population-based cross-sectional CoLaus Study in Lausanne, Switzerland (n = 5,360), involving 356 diabetic individuals. RESULTS: The clinical predictors of prevalent diabetes were age, BMI, family history of diabetes, WHR, and triacylglycerol/HDL-cholesterol ratio. After adjustment for these variables, the risk of diabetes was 2.7 (95% CI 1.8-4.0, p = 0.000006) for individuals with a genetic score within the top quintile, compared with the bottom quintile. Adding the genetic score to the clinical covariates improved the area under the receiver operating characteristic curve slightly (from 0.86 to 0.87), yet significantly (p = 0.002). BMI was similar in these two extreme quintiles. CONCLUSIONS/INTERPRETATION: In this population, a simple weighted 15 SNP-based genetic score provides additional information over clinical predictors of prevalent diabetes. At this stage, however, the clinical benefit of this genetic information is limited.

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BACKGROUND: The presence of multiple melanocytic naevi is a strong risk factor for melanoma. Use of the whole body naevus count to identify at-risk patients is impractical. OBJECTIVES: To (i) identify a valid anatomical predictor of total naevus count; (ii) determine the number of naevi that most accurately predict total naevus count above 25, 50 and 100; and (iii) evaluate determinants of multiple melanocytic naevi and atypical naevi. METHODS: Clinical data from 292 consecutive Spanish patients consulting for skin lesions requiring debriding were collected throughout 2009 and 2010. Correlations between site-specific and whole body naevus counts were analysed. Cut-offs to predict total naevus counts were determined using the area under the receiver operating characteristic curve. RESULTS: The studied population was young (median age 31 years, interquartile range 28-43). The naevus count on the right arm correlated best with the total nevus count (R(2) 0·80 for men, 0·86 for women). Presence of at least five naevi on the right arm was the strongest determinant of a total naevus count above 50 [odds ratio (OR) 34·4, 95% confidence interval (CI) 13·9-85·0] and of having at least one atypical naevus (OR 5·7, 95% CI 2·4-13·5). Cut-off values of 6, 8 and 11 naevi on the right arm best predicted total naevus count above 25, 50 and 100, respectively. CONCLUSIONS: Our results support the arm as a practical and reliable site to estimate the total naevus count when screening or phenotyping large populations. Threshold values for the number of naevi on the arm are proposed to help identify patients for melanoma screening.

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OBJECTIVE:: To examine the accuracy of brain multimodal monitoring-consisting of intracranial pressure, brain tissue PO2, and cerebral microdialysis-in detecting cerebral hypoperfusion in patients with severe traumatic brain injury. DESIGN:: Prospective single-center study. PATIENTS:: Patients with severe traumatic brain injury. SETTING:: Medico-surgical ICU, university hospital. INTERVENTION:: Intracranial pressure, brain tissue PO2, and cerebral microdialysis monitoring (right frontal lobe, apparently normal tissue) combined with cerebral blood flow measurements using perfusion CT. MEASUREMENTS AND MAIN RESULTS:: Cerebral blood flow was measured using perfusion CT in tissue area around intracranial monitoring (regional cerebral blood flow) and in bilateral supra-ventricular brain areas (global cerebral blood flow) and was matched to cerebral physiologic variables. The accuracy of intracranial monitoring to predict cerebral hypoperfusion (defined as an oligemic regional cerebral blood flow < 35 mL/100 g/min) was examined using area under the receiver-operating characteristic curves. Thirty perfusion CT scans (median, 27 hr [interquartile range, 20-45] after traumatic brain injury) were performed on 27 patients (age, 39 yr [24-54 yr]; Glasgow Coma Scale, 7 [6-8]; 24/27 [89%] with diffuse injury). Regional cerebral blood flow correlated significantly with global cerebral blood flow (Pearson r = 0.70, p < 0.01). Compared with normal regional cerebral blood flow (n = 16), low regional cerebral blood flow (n = 14) measurements had a higher proportion of samples with intracranial pressure more than 20 mm Hg (13% vs 30%), brain tissue PO2 less than 20 mm Hg (9% vs 20%), cerebral microdialysis glucose less than 1 mmol/L (22% vs 57%), and lactate/pyruvate ratio more than 40 (4% vs 14%; all p < 0.05). Compared with intracranial pressure monitoring alone (area under the receiver-operating characteristic curve, 0.74 [95% CI, 0.61-0.87]), monitoring intracranial pressure + brain tissue PO2 (area under the receiver-operating characteristic curve, 0.84 [0.74-0.93]) or intracranial pressure + brain tissue PO2+ cerebral microdialysis (area under the receiver-operating characteristic curve, 0.88 [0.79-0.96]) was significantly more accurate in predicting low regional cerebral blood flow (both p < 0.05). CONCLUSION:: Brain multimodal monitoring-including intracranial pressure, brain tissue PO2, and cerebral microdialysis-is more accurate than intracranial pressure monitoring alone in detecting cerebral hypoperfusion at the bedside in patients with severe traumatic brain injury and predominantly diffuse injury.

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Practice guidelines recommend outpatient care for selected patients with non-massive pulmonary embolism (PE), but fail to specify how these low-risk patients should be identified. Using data from U.S. patients, we previously derived the Pulmonary Embolism Severity Index (PESI), a prediction rule that risk stratifies patients with PE. We sought to validate the PESI in a European patient cohort. We prospectively validated the PESI in patients with PE diagnosed at six emergency departments in three European countries. We used baseline data for the rule's 11 prognostic variables to stratify patients into five risk classes (I-V) of increasing probability of mortality. The outcome was overall mortality at 90 days after presentation. To assess the accuracy of the PESI to predict mortality, we estimated the sensitivity, specificity, and predictive values for low- (risk classes I/II) versus higher-risk patients (risk classes III-V), and the discriminatory power using the area under the receiver operating characteristic (ROC) curve. Among 357 patients with PE, overall mortality was 5.9%, ranging from 0% in class I to 17.9% in class V. The 186 (52%) low-risk patients had an overall mortality of 1.1% (95% confidence interval [CI]: 0.1-3.8%) compared to 11.1% (95% CI: 6.8-16.8%) in the 171 (48%) higher-risk patients. The PESI had a high sensitivity (91%, 95% CI: 71-97%) and a negative predictive value (99%, 95% CI: 96-100%) for predicting mortality. The area under the ROC curve was 0.78 (95% CI: 0.70-0.86). The PESI reliably identifies patients with PE who are at low risk of death and who are potential candidates for outpatient care. The PESI may help physicians make more rational decisions about hospitalization for patients with PE.

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OBJECTIVE: To elucidate the diagnostic accuracy of granulocyte colony-stimulating factor (G-CSF), interleukin-8 (IL-8), and interleukin-1 receptor antagonist (IL-1ra) in identifying patients with sepsis among critically ill pediatric patients with suspected infection. DESIGN AND SETTING: Nested case-control study in a multidisciplinary neonatal and pediatric intensive care unit (PICU) PATIENTS: PICU patients during a 12-month period with suspected infection, and plasma available from the time of clinical suspicion (254 episodes, 190 patients). MEASUREMENTS AND RESULTS: Plasma levels of G-CSF, IL-8, and IL-1ra. Episodes classified on the basis of clinical and bacteriological findings into: culture-confirmed sepsis, probable sepsis, localized infection, viral infection, and no infection. Plasma levels were significantly higher in episodes of culture-confirmed sepsis than in episodes with ruled-out infection. The area under the receiver operating characteristic curve was higher for IL-8 and G-CSF than for IL-1ra. Combining IL-8 and G-CSF improved the diagnostic performance, particularly as to the detection of Gram-negative sepsis. Sensitivity was low (<50%) in detecting Staphylococcus epidermidis bacteremia or localized infections. CONCLUSIONS: In this heterogeneous population of critically ill children with suspected infection, a model combining plasma levels of IL-8 and G-CSF identified patients with sepsis. Negative results do not rule out S. epidermidis bacteremia or locally confined infectious processes. The model requires validation in an independent data-set.

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Background Individual signs and symptoms are of limited value for the diagnosis of influenza. Objective To develop a decision tree for the diagnosis of influenza based on a classification and regression tree (CART) analysis. Methods Data from two previous similar cohort studies were assembled into a single dataset. The data were randomly divided into a development set (70%) and a validation set (30%). We used CART analysis to develop three models that maximize the number of patients who do not require diagnostic testing prior to treatment decisions. The validation set was used to evaluate overfitting of the model to the training set. Results Model 1 has seven terminal nodes based on temperature, the onset of symptoms and the presence of chills, cough and myalgia. Model 2 was a simpler tree with only two splits based on temperature and the presence of chills. Model 3 was developed with temperature as a dichotomous variable (≥38°C) and had only two splits based on the presence of fever and myalgia. The area under the receiver operating characteristic curves (AUROCC) for the development and validation sets, respectively, were 0.82 and 0.80 for Model 1, 0.75 and 0.76 for Model 2 and 0.76 and 0.77 for Model 3. Model 2 classified 67% of patients in the validation group into a high- or low-risk group compared with only 38% for Model 1 and 54% for Model 3. Conclusions A simple decision tree (Model 2) classified two-thirds of patients as low or high risk and had an AUROCC of 0.76. After further validation in an independent population, this CART model could support clinical decision making regarding influenza, with low-risk patients requiring no further evaluation for influenza and high-risk patients being candidates for empiric symptomatic or drug therapy.

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OBJECTIVE: A study was undertaken to develop a score for assessing risk for symptomatic intracranial hemorrhage (sICH) in ischemic stroke patients treated with intravenous (IV) thrombolysis. METHODS: The derivation cohort comprised 974 ischemic stroke patients treated (1995-2008) with IV thrombolysis at the Helsinki University Central Hospital. The predictive value of parameters associated with sICH (European Cooperative Acute Stroke Study II) was evaluated, and we developed our score according to the magnitude of logistic regression coefficients. We calculated absolute risks and likelihood ratios of sICH per increasing score points. The score was validated in 828 patients from 3 Swiss cohorts (Lausanne, Basel, and Geneva). Performance of the score was tested with area under a receiver operating characteristic curve (AUC-ROC). RESULTS: Our SEDAN score (0 to 6 points) comprises baseline blood Sugar (glucose; 8.1-12.0 mmol/l [145-216 mg/dl] = 1; >12.0 mmol/l [>216 mg/dl] = 2), Early infarct signs (yes = 1) and (hyper)Dense cerebral artery sign (yes = 1) on admission computed tomography scan, Age (>75 years = 1), and NIH Stroke Scale on admission (≥10 = 1). Absolute risk for sICH in the derivation cohort was: 1.4%, 2.9%, 8.5%, 12.2%, 21.7%, and 33.3% for 0, 1, 2, 3, 4, and 5 score points, respectively. In the validation cohort, absolute risks were similar (1.0%, 3.5%, 5.1%, 9.2%, 16.9%, and 27.8%, respectively). AUC-ROC was 0.77 (0.71-0.83; p < 0.001). INTERPRETATION: Our SEDAN score reliably assessed risk for sICH in IV thrombolysis-treated patients with anterior- and posterior circulation ischemic stroke, and it can support clinical decision making in high-risk patients. External validation of the score supports its generalization.

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To date, there is no widely accepted clinical scale to monitor the evolution of depressive symptoms in demented patients. We assessed the sensitivity to treatment of a validated French version of the Health of the Nation Outcome Scale (HoNOS) 65+ compared to five routinely used scales. Thirty elderly inpatients with ICD-10 diagnosis of dementia and depression were evaluated at admission and discharge using paired t-test. Using the Brief Psychiatric Rating Scale (BPRS) "depressive mood" item as gold standard, a receiver operating characteristic curve (ROC) analysis assessed the validity of HoNOS65+F "depressive symptoms" item score changes. Unlike Geriatric Depression Scale, Mini Mental State Examination and Activities of Daily Living scores, BPRS scores decreased and Global Assessment Functioning Scale score increased significantly from admission to discharge. Amongst HoNOS65+F items, "behavioural disturbance", "depressive symptoms", "activities of daily life" and "drug management" items showed highly significant changes between the first and last day of hospitalization. The ROC analysis revealed that changes in the HoNOS65+F "depressive symptoms" item correctly classified 93% of the cases with good sensitivity (0.95) and specificity (0.88) values. These data suggest that the HoNOS65+F "depressive symptoms" item may provide a valid assessment of the evolution of depressive symptoms in demented patients.