Chronic liver disease staging classification based on ultrasound, clinical and laboratorial data

In this work the identification and diagnosis of various stages of chronic liver disease is addressed. The classification results of a support vector machine, a decision tree and a k-nearest neighbor classifier are compared. Ultrasound image intensity and textural features are jointly used with clinical and laboratorial data in the staging process. The classifiers training is performed by using a population of 97 patients at six different stages of chronic liver disease and a leave-one-out cross-validation strategy. The best results are obtained using the support vector machine with a radial-basis kernel, with 73.20% of overall accuracy. The good performance of the method is a promising indicator that it can be used, in a non invasive way, to provide reliable information about the chronic liver disease staging.

A influência da microgravidade na musculatura esquelética: alterações musculares e intervenção terapêutica

Introdução – O incremento do tempo de exposição à microgravidade origina um descondicionamento músculo-esquelético que precisa de ser prevenido através do treino. Objetivos – Identificar os padrões destas alterações e descrever os programas de treino em microgravidade e estratégias pós-exposição. Método – A pesquisa da revisão da literatura foi conduzida através da MEDLINE/PubMed e PEDro com as seguintes palavras--chave: “spaceflight rehabilitation”, “spaceflight muscle”, “microgravity muscle” e “bed rest muscle”, seguida de uma seleção dos artigos. Resultados – Os estudos encontrados apresentam uma resposta músculo-tendinosa diferencial sendo que o treino protege total ou parcialmente estas estruturas. Conclusão – O treino de resistance de intensidade elevada e baixas repetições associado a exercícios específicos é o mais adequado para responder ao descondicionamento. - ABSTRACT - Introduction – The increased microgravity exposition time raised the need for training programs to avoid muscle and tendinous deconditioning. Objectives – To identify the deconditioning patterns and to identify and describe the training programs used for its prevention during and after microgravity exposure. Methods – This literature review is based on a search conducted via MEDLINE/PubMed and PEDro using the following search words: “spaceflight rehabilitation”, “spaceflight muscle”, “microgravity muscle” and “bed rest muscle”. The search was followed by an article selection. Results – The studies reveal a differential exposure phenomenon for which the training programs reviewed are partly effective. Conclusion – According to the literature the high intensity low volume resistance programs with specific exercises are more appropriate to address the deconditioning problem.

Revisão sistemática da resposta da musculatura esquelética aos programas de treino em microgravidade

Mestrado em Fisioterapia.

Surface morphology and phase transformations of femtosecond laser-processed saphire

The morphological and structural modifications induced in sapphire by surface treatment with femtosecond laser radiation were studied. Single-crystal sapphire wafers cut parallel to the (0 1 2) planes were treated with 560 fs, 1030 nm wavelength laser radiation using wide ranges of pulse energy and repetition rate. Self-ordered periodic structures with an average spatial periodicity of similar to 300 nm were observed for fluences slightly higher than the ablation threshold. For higher fluences the interaction was more disruptive and extensive fracture, exfoliation, and ejection of ablation debris occurred. Four types of particles were found in the ablation debris: (a) spherical nanoparticles about 50 nm in diameter; (b) composite particles between 150 and 400 nm in size; (c) rounded resolidified particles about 100-500 nm in size; and (d) angular particles presenting a lamellar structure and deformation twins. The study of those particles by selected area electron diffraction showed that the spherical nanoparticles and the composite particles are amorphous, while the resolidified droplets and the angular particles, present a crystalline a-alumina structure, the same of the original material. Taking into consideration the existing ablation theories, it is proposed that the spherical nanoparticles are directly emitted from the surface in the ablation plume, while resolidified droplets are emitted as a result of the ablation process, in the liquid phase, in the low intensity regime, and by exfoliation, in the high intensity regime. Nanoparticle clusters are formed by nanoparticle coalescence in the cooling ablation plume. (C) 2013 Elsevier B.V. All rights reserved.

Treino de músculos inspiratórios em indivíduos saudáveis: estudo randomizado controlado

Introdução – O treino dos músculos inspiratórios (TMI) surge como uma intervenção importante na população com doença pulmonar obstrutiva crónica (DPOC), mas com interesse crescente na população saudável. No entanto, não existem estudos suficientes que comprovem se o treino dos músculos inspiratórios se traduz também numa melhoria da capacidade aeróbia objetivada no consumo de oxigénio (VO2). Assim, a relação entre o TMI e os seus resultados no indivíduo saudável carece de estudo que comprove os efeitos reais do treino. Considerou-se, pelo anteriormente exposto, pertinente a realização de um estudo de investigação na população saudável que permitisse avaliar em que medida um programa de TMI induz alterações na força muscular inspiratória e na capacidade aeróbia. Métodos e análise – A amostra foi constituída por indivíduos saudáveis (n=19) com idades compreendidas entre os 18 e 21 anos que realizam exercício físico regularmente (≥3 vezes por semana ou ≥4h por semana). A capacidade aeróbia foi estimada através do Teste de Ebbeling e a força dos músculos inspiratórios foi medida pela pressão inspiratória máxima (PIM) obtida num dinamómetro específico (MicroRPM®), em dois momentos distintos (pré e pós-treino). A referida amostra foi dividida aleatoriamente em dois grupos (n=9 no grupo experimental e n=10 no grupo de controlo). O grupo experimental (GE) foi submetido a um TMI de alta intensidade (≥50% Pi,máx), enquanto o grupo de controlo (GC) não foi sujeito a qualquer intervenção. O TMI foi realizado através do PowerBreathe Classic® Level 1 e Level 2, que fornece uma pressão consistente e específica para a força muscular inspiratória, independentemente do fluxo inspiratório do indivíduo. Conclusões – Após o treino verificou-se um aumento de 37% na PIM do GE, enquanto o GC apresentou uma melhoria de 7%. Na comparação intragrupos, ambos os grupos aumentaram significativamente tanto a PIM como o VO2 (p<0,05). Já na comparação intergrupos, a diferença foi significativa para a PIM (p=0,000), mas não para o VO2. Serão necessários mais estudos no sentido de concluir e avaliar em que condições o TMI produz alterações na capacidade aeróbia.

Transcranial magnetic resonance guided focused ultrasound: neurosurgery applications

Mestrado em Radiações Aplicadas às Tecnologias da Saúde

Mass spectrometry improvement on an high current ion implanter

The development of accurate mass spectrometry, enabling the identification of all the ions extracted from the ion source in a high current implanter is described. The spectrometry system uses two signals (x-y graphic), one proportional to the magnetic field (x-axes), taken from the high-voltage potential with an optic fiber system, and the other proportional to the beam current intensity (y-axes), taken from a beam-stop. The ion beam mass register in a mass spectrum of all the elements magnetically analyzed with the same radius and defined by a pair of analyzing slits as a function of their beam intensity is presented. The developed system uses a PC to control the displaying of the extracted beam mass spectrum, and also recording of all data acquired for posterior analysis. The operator uses a LabView code that enables the interfacing between an I/O board and the ion implanter. The experimental results from an ion implantation experiment are shown. (C) 2011 Elsevier B.V. All rights reserved.

Global and local detection of liver steatosis from ultrasound

Liver steatosis is a common disease usually associated with social and genetic factors. Early detection and quantification is important since it can evolve to cirrhosis. Steatosis is usually a diffuse liver disease, since it is globally affected. However, steatosis can also be focal affecting only some foci difficult to discriminate. In both cases, steatosis is detected by laboratorial analysis and visual inspection of ultrasound images of the hepatic parenchyma. Liver biopsy is the most accurate diagnostic method but its invasive nature suggest the use of other non-invasive methods, while visual inspection of the ultrasound images is subjective and prone to error. In this paper a new Computer Aided Diagnosis (CAD) system for steatosis classification and analysis is presented, where the Bayes Factor, obatined from objective intensity and textural features extracted from US images of the liver, is computed in a local or global basis. The main goal is to provide the physician with an application to make it faster and accurate the diagnosis and quantification of steatosis, namely in a screening approach. The results showed an overall accuracy of 93.54% with a sensibility of 95.83% and 85.71% for normal and steatosis class, respectively. The proposed CAD system seemed suitable as a graphical display for steatosis classification and comparison with some of the most recent works in the literature is also presented.

Data mining framework for fatty liver disease classification in ultrasound: a hybrid feature extraction paradigm

PURPOSE: Fatty liver disease (FLD) is an increasing prevalent disease that can be reversed if detected early. Ultrasound is the safest and ubiquitous method for identifying FLD. Since expert sonographers are required to accurately interpret the liver ultrasound images, lack of the same will result in interobserver variability. For more objective interpretation, high accuracy, and quick second opinions, computer aided diagnostic (CAD) techniques may be exploited. The purpose of this work is to develop one such CAD technique for accurate classification of normal livers and abnormal livers affected by FLD. METHODS: In this paper, the authors present a CAD technique (called Symtosis) that uses a novel combination of significant features based on the texture, wavelet transform, and higher order spectra of the liver ultrasound images in various supervised learning-based classifiers in order to determine parameters that classify normal and FLD-affected abnormal livers. RESULTS: On evaluating the proposed technique on a database of 58 abnormal and 42 normal liver ultrasound images, the authors were able to achieve a high classification accuracy of 93.3% using the decision tree classifier. CONCLUSIONS: This high accuracy added to the completely automated classification procedure makes the authors' proposed technique highly suitable for clinical deployment and usage.

Solid-state sensory properties of Calix-Poly(Phenylene Ethynylene)s toward nitroaromatic explosives

This study is primarily focused in establishing the solid-state sensory abilities of several luminescent polymeric calix[4]arene-based materials toward selected nitroaromatic compounds (NACs), creating the foundations for their future application as high performance materials for detection of high explosives. The phenylene ethynylene-type polymers possessing bis-calix[4]arene scaffolds in their core were designed to take advantage of the known recognition abilities of calixarene compounds toward neutral guests, particularly in solid-state, therefore providing enhanced sensitivity and selectivity in the sensing of a given analyte. It was found that all the calix[4]arene-poly(para-phenylene ethynylene)s here reported displayed high sensitivities toward the detection of nitrobenzene, 2,4-dinitrotoluene and 2,4,6-trinitrotoluene (TNT). Particularly effective and significant was the response of the films (25-60 nm of thickness) upon exposure to TNT vapor (10 ppb): over 50% of fluorescence quenching was achieved in only 10 s. In contrast, a model polymer lacking the calixarene units showed only reduced quenching activity for the same set of analytes, clearly highlighting the relevance of the macrocyclics in promoting the signaling of the transduction event. The films exhibited high photostability (less than 0.5% loss of fluorescence intensity up to 15 min of continuous irradiation) and the fluorescence quenching sensitivity could be fully recovered after exposure of the quenched films to saturated vapors of hydrazine (the initial fluorescence intensities were usually recovered within 2-5 min of exposure to hydrazine).