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1.
J Psychiatr Res ; 47(4): 453-9, 2013 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-23260170

RESUMO

The investigation of neural substrates of autism spectrum disorder using neuroimaging has been the focus of recent literature. In addition, machine-learning approaches have also been used to extract relevant information from neuroimaging data. There are only few studies directly exploring the inter-regional structural relationships to identify and characterize neuropsychiatric disorders. In this study, we concentrate on addressing two issues: (i) a novel approach to extract individual subject features from inter-regional thickness correlations based on structural magnetic resonance imaging (MRI); (ii) using these features in a machine-learning framework to obtain individual subject prediction of a severity scores based on neurobiological criteria rather than behavioral information. In a sample of 82 autistic patients, we have shown that structural covariances among several brain regions are associated with the presence of the autistic symptoms. In addition, we also demonstrated that structural relationships from the left hemisphere are more relevant than the ones from the right. Finally, we identified several brain areas containing relevant information, such as frontal and temporal regions. This study provides evidence for the usefulness of this new tool to characterize neuropsychiatric disorders.


Assuntos
Inteligência Artificial , Transtorno Autístico/patologia , Mapeamento Encefálico/métodos , Encéfalo/patologia , Adolescente , Adulto , Humanos , Processamento de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Masculino , Reconhecimento Visual de Modelos , Valor Preditivo dos Testes , Índice de Gravidade de Doença , Adulto Jovem
2.
J Alzheimers Dis ; 19(4): 1263-72, 2010.
Artigo em Inglês | MEDLINE | ID: mdl-20061613

RESUMO

Here, we examine morphological changes in cortical thickness of patients with Alzheimer's disease (AD) using image analysis algorithms for brain structure segmentation and study automatic classification of AD patients using cortical and volumetric data. Cortical thickness of AD patients (n=14) was measured using MRI cortical surface-based analysis and compared with healthy subjects (n=20). Data was analyzed using an automated algorithm for tissue segmentation and classification. A Support Vector Machine (SVM) was applied over the volumetric measurements of subcortical and cortical structures to separate AD patients from controls. The group analysis showed cortical thickness reduction in the superior temporal lobe, parahippocampal gyrus, and enthorhinal cortex in both hemispheres. We also found cortical thinning in the isthmus of cingulate gyrus and middle temporal gyrus at the right hemisphere, as well as a reduction of the cortical mantle in areas previously shown to be associated with AD. We also confirmed that automatic classification algorithms (SVM) could be helpful to distinguish AD patients from healthy controls. Moreover, the same areas implicated in the pathogenesis of AD were the main parameters driving the classification algorithm. While the patient sample used in this study was relatively small, we expect that using a database of regional volumes derived from MRI scans of a large number of subjects will increase the SVM power of AD patient identification.


Assuntos
Doença de Alzheimer/patologia , Córtex Cerebral/anatomia & histologia , Córtex Cerebral/patologia , Processamento Eletrônico de Dados/instrumentação , Idoso , Idoso de 80 Anos ou mais , Doença de Alzheimer/epidemiologia , Transtornos Cognitivos/diagnóstico , Transtornos Cognitivos/epidemiologia , Diagnóstico Diferencial , Humanos , Imageamento por Ressonância Magnética , Testes Neuropsicológicos
3.
J Neuroimaging ; 20(1): 46-52, 2010 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-19453835

RESUMO

OBJECTIVE: To examine cortical thickness and volumetric changes in the cortex of patients with polymicrogyria, using an automated image analysis algorithm. METHODS: Cortical thickness of patients with polymicrogyria was measured using magnetic resonance imaging (MRI) cortical surface-based analysis and compared with age- and sex-matched healthy subjects. We studied 3 patients with disorder of cortical development (DCD), classified as polymicrogyria, and 15 controls. Two experienced neuroradiologists performed a conventional visual assessment of the MRIs. The same data were analyzed using an automated algorithm for tissue segmentation and classification. Group and individual average maps of cortical thickness differences were produced by cortical surface-based statistical analysis. RESULTS: Patients with polymicrogyria showed increased thickness of the cortex in the same areas identified as abnormal by radiologists. We also identified a reduction in the volume and thickness of cortex within additional areas of apparently normal cortex relative to controls. CONCLUSIONS: Our findings indicate that there may be regions of reduced cortical thickness, which appear normal from radiological analysis, in the cortex of patients with polymicrogyria. This finding suggests that alterations in neuronal migration may have an impact in the cortical formation of the cortical areas that are visually normal. These areas are associated or occur concurrently with polymicrogyria.


Assuntos
Córtex Cerebral/patologia , Processamento de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Malformações do Desenvolvimento Cortical/patologia , Adolescente , Adulto , Algoritmos , Automação , Encéfalo/patologia , Estudos de Casos e Controles , Epilepsia/patologia , Feminino , Humanos , Deficiência Intelectual/patologia , Masculino , Tamanho do Órgão , Adulto Jovem
4.
Rev Bras Cir Cardiovasc ; 24(2): 188-93, 2009.
Artigo em Inglês | MEDLINE | ID: mdl-19768298

RESUMO

OBJECTIVE: Among the equipments used in cardiopulmonary bypass the roller pumps have great importance with various models available from several manufacturers. The calibration is an important factor in hemolysis rates and its potential is different in each. Researchers do not always approach details on the pump bed profiles assuming that the standardized calibration settings ensure equal and comparable values for all models of roller pumps. We have mainly two methods for calibration of pumps which also interferes on the hemolytic potential. In both of them, the characteristics of fluid impulsion defined by the pump bed design are not considered. The aim of this study is to compare the hydrodynamic profile of three models of roller pumps available in the Brazilian market. METHOD: The rollers occlusion was performed by measures of drop and dynamic calibration. Two different silicone diameter tubes were used (3/8 x 1/16 and 1/2 x 3/32 inches). RESULTS: The profiles showed differences in their variances, P<0.01 for drop rate measures and P<0.0001 for dynamic calibration. Different changes in pressure were found between the pumps analyzed (P<0.002). CONCLUSION: The measures of occlusion are dependent on the design of the pump bed and comparisons involving roller pumps should be performed with caution. Blood tests should be performed to verify the influence of changes in hemolysis pressure.


Assuntos
Ponte Cardiopulmonar/instrumentação , Fluxo Pulsátil/fisiologia , Análise de Variância , Brasil , Calibragem , Desenho de Equipamento , Modelos Lineares
5.
Rev. bras. cir. cardiovasc ; 24(2): 188-193, abr.-jun. 2009. ilus, tab
Artigo em Inglês, Português | LILACS | ID: lil-525550

RESUMO

OBJETIVO: Dentre os equipamentos utilizados em circulação extracorpórea, as bombas de rolete têm grande importância, com diversos modelos disponíveis de vários fabricantes. A calibração é um fator importante nas taxas de hemólise e o seu potencial difere em cada uma delas. Pesquisadores nem sempre abordam detalhes sobre os perfis do leito rígido, supondo que as formas padronizadas de calibração garantem valores iguais e comparáveis para todos os modelos de bombas de rolete. Dispomos principalmente de dois métodos para a calibração das bombas, o que também interfere com o potencial hemolítico. Nenhum dos métodos considera as características de impulsão do fluído, definido pela forma construtiva do leito rígido. O objetivo é avaliar o perfil hidrodinâmico de três modelos de bombas de roletes disponíveis no mercado brasileiro. MÉTODOS: A oclusão dos roletes foi feita por medidas de velocidade de queda e calibração dinâmica. Foram utilizados dois diferentes diâmetros de tubos de silicone (3/8 x 1/16 e 1/2 x 3/32 polegadas). RESULTADOS: Os perfis apresentaram diferenças em suas variâncias. P<0,01 para medidas de velocidade de queda e P<0,0001 para medidas de calibração dinâmica. Foram encontradas diferenças nas variações de pressão entre as bombas analisadas (P<0,002). CONCLUSÃO: As medidas de oclusão são dependentes da forma do leito rígido e comparações envolvendo bombas de rolete devem ser feitas com cautela. Testes com sangue deveriam ser realizados para verificar a influência das variações de pressão na hemólise.


OBJECTIVE: Among the equipments used in cardiopulmonary bypass the roller pumps have great importance with various models available from several manufacturers. The calibration is an important factor in hemolysis rates and its potential is different in each. Researchers do not always approach details on the pump bed profiles assuming that the standardized calibration settings ensure equal and comparable values for all models of roller pumps. We have mainly two methods for calibration of pumps which also interferes on the hemolytic potential. In both of them, the characteristics of fluid impulsion defined by the pump bed design are not considered. The aim of this study is to compare the hydrodynamic profile of three models of roller pumps available in the Brazilian market. METHODS: The rollers occlusion was performed by measures of drop and dynamic calibration. Two different silicone diameter tubes were used (3/8 x 1/16 and 1/2 x 3/32 inches). RESULTS: The profiles showed differences in their variances, P<0.01 for drop rate measures and P<0.0001 for dynamic calibration. Different changes in pressure were found between the pumps analyzed (P<0.002). CONCLUSION: The measures of occlusion are dependent on the design of the pump bed and comparisons involving roller pumps should be performed with caution. Blood tests should be performed to verify the influence of changes in hemolysis pressure.


Assuntos
Ponte Cardiopulmonar/instrumentação , Fluxo Pulsátil/fisiologia , Análise de Variância , Brasil , Calibragem , Desenho de Equipamento , Modelos Lineares
6.
HU rev ; 34(2): 123-125, abr.-jun. 2008. graf
Artigo em Português | LILACS | ID: lil-530919

RESUMO

A larva migrans cutânea é uma zoonose causada pela migração de larvas de Ancylostoma sp na pele de um hospedeiro não habitual. Neste estudo, foi avaliada a ocorrência de agentes de larva migrans em 16 praças públicas no município de Juiz de Fora, MG. Foram coletadas 64 amostras de areia das áreas de lazer entre os meses de outubro de 2006 e janeiro de 2007 para estabelecimento da freqüência de larvas de Ancylostoma sp, através de isolamento pelo método de Baermann modificado. A presença de larvas de Ancylostoma sp foi observada em 43,7% (7/16) dos bancos de areias das praças públicas pesquisadas.


Cutaneous larva migrans is a zoonosis caused by the migration of Ancylostoma sp larvae through the skin of an accidental host. We studied the prevalence of agents of cutaneous larva migrans in 16 communal spaces in the municipality of Juiz de Fora, MG, Brazil. 64 sand samples were obtained during the period from October 2006 to January 2007, and submitted to the modified Baermann method for isolation of Ancylostoma sp larvae. Ancylostoma sp larvae were identified in the sand of 43.7% (7/16) of the communal spaces studied.


Assuntos
Humanos , Ancylostoma/parasitologia , Parasitos/parasitologia , Larva Migrans , Zoonoses/transmissão , Saúde Pública/estatística & dados numéricos
7.
HU rev ; 18(1): 13-20, jan.-abr. 1991. tab
Artigo em Português | LILACS | ID: lil-124582

RESUMO

Estudaram-se retrospectivamente 45 pacientes portadoresde endocardite infecciosa em que foram analisados manifestaçöes clínicas iniciais da patologia, achados em exame físico, resultados de exames laboratoriais e ecocardiográficos, análises de hemocultura, evoluçäo clínica e mortalidade. As principais manifestaçöes clínicas encontradas foram: febre, adinamia e sopro cardíaco. Ao estudo ecocardiográfico, evidenciou-se presença de vegetaçäo em 87,5% dos casos e aspecto sugestivo de vegetaçäo em 12,5%. A alteraçäo laboratorial mais frequente foi a leucocitose com desvio à esquerda e em 39% dos casos a hemocultura foi positiva. 24% dos casos estudados evoluiram para óbito.


Assuntos
Humanos , Masculino , Feminino , Pré-Escolar , Criança , Adolescente , Adulto , Pessoa de Meia-Idade , Endocardite Bacteriana , Enterobacter , Escherichia coli , Staphylococcus aureus , Staphylococcus epidermidis , Brasil , Febre , Sopros Cardíacos , Hepatomegalia , Hipertensão , Leucocitose
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