User Profiling and Knowledge Extraction For Tourism

O sector do turismo é uma área francamente em crescimento em Portugal e que tem desenvolvido a sua divulgação e estratégia de marketing. Contudo, apenas se prende com indicadores de desempenho e de oferta instalada (número de quartos, hotéis, voos, estadias), deixando os indicadores estatísticos em segundo plano. De acordo com o “ Travel & tourism Competitiveness Report 2013”, do World Economic Forum, classifica Portugal em 72º lugar no que respeita à qualidade e cobertura da informação estatística, disponível para o sector do Turismo. Refira-se que Espanha ocupa o 3º lugar. Uma estratégia de mercado, sem base analítica, que sustente um quadro de orientações específico e objetivo, com relevante conhecimento dos mercados alvo, dificilmente é compreensível ou até mesmo materializável. A implementação de uma estrutura de Business Intelligence que permita a realização de um levantamento e tratamento de dados que possibilite relacionar e sustentar os resultados obtidos no sector do turismo revela-se fundamental e crucial, para que sejam criadas estratégias de mercado. Essas estratégias são realizadas a partir da informação dos turistas que nos visitam, e dos potenciais turistas, para que possam ser cativados no futuro. A análise das características e dos padrões comportamentais dos turistas permite definir perfis distintos e assim detetar as tendências de mercado, de forma a promover a oferta dos produtos e serviços mais adequados. O conhecimento obtido permite, por um lado criar e disponibilizar os produtos mais atrativos para oferecer aos turistas e por outro informá-los, de uma forma direcionada, da existência desses produtos. Assim, a associação de uma recomendação personalizada que, com base no conhecimento de perfis do turista proceda ao aconselhamento dos melhores produtos, revela-se como uma ferramenta essencial na captação e expansão de mercado.

IDENTIFICATION OF CANINE VISCERAL LEISHMANIASIS IN A PREVIOUSLY UNAFFECTED AREA BY CONVENTIONAL DIAGNOSTIC TECHNIQUES AND CELL-BLOCK FIXATION

After the report of a second case of canine visceral leishmaniasis (CVL) in São Bento da Lagoa, Itaipuaçu, in the municipality of Maricá, Rio de Janeiro State, an epidemiological survey was carried out, through active search, totaling 145 dogs. Indirect immunofluorescence assay (IFA), enzyme-linked immunosorbent assay (ELISA), and rapid chromatographic immunoassay based on dual-path platform (DPP(r)) were used to perform the serological examinations. The parasitological diagnosis of cutaneous fragments was performed by parasitological culture, histopathology, and immunohistochemistry. In the serological assessment, 21 dogs were seropositive by IFA, 17 by ELISA, and 11 by DPP(r), with sensitivity of 66.7%, 66.7% and 50%, and specificity of 87.2%, 90.2% and 94%, respectively for each technique. The immunohistochemistry of bone marrow using the cell-block technique presented the best results, with six positive dogs found, three of which tested negative by the other parasitological techniques. Leishmania sp. was isolated by parasitological culture in three dogs. The detection of autochthonous Leishmania infantum in Itaipuaçu, and the high prevalence of seropositive dogs confirm the circulation of this parasite in the study area and alert for the risk of expansion in the State of Rio de Janeiro.

Information Society in Croatia, Landsc@pes of Knowledge for Development

Sabbatical Studies Report

Systemic Mastocytosis - a Diagnostic Challenge

Mastocytosis refers to a group of disorders characterized by the infiltration of clonally derived mast cells to the skin or extracutaneous tissues resulting in a heterogeneous clinical picture. It is a rare hematologic disorder in all its forms. The exact incidence is unknown; it affects patients of any age and males and females equally. Its molecular pathogenesis is incompletely understood. The clinical features of mastocytosis result from both chronic and episodic mast cell mediator release, signs and symptoms arising from diffuse or focal tissue infiltration, and, occasionally, the presence of an associated non-mast cell clonal hematologic disease. The histopathologic analysis is essential for definitive diagnosis but there is no curative treatment. The authors report a clinical case of a 72-year-old woman with no history of allergies, with bicytopenia, weight loss, and diffuse axial osteolytic lesions. This is a rare clinical case of aggressive systemic mastocytosis for which palliative treatment can improve survival and quality of life. A brief review of the literature about this pathology is also included.

Knowledge and practices of general practitioners of district Peshawar about schizophrenia

ABSTRACT: Schizophrenia with its disabling features has been placed in the top ten of global burden of disease and is associated with long-term decline in functional ability. General Practitioners not only have an important role in treating patients with an established diagnosis of schizophrenia but they can also contribute significantly by identifying people in early stages of psychosis as they are the first hand medical help available and the duration of untreated psychosis is a good indicator of patient’s prognosis. This cross sectional survey, conducted at the clinics of General Practitioners, was designed to assess the knowledge and practices of general practitioners in Peshawar on diagnosis and treatment of schizophrenia. A semi structured questionnaire was used to assess their knowledge and practices regarding schizophrenia. The Knowledge/Practice was then categorized as good or poor based on their responses to the questions of the administered questionnaire. Overall, the results showed that the knowledge and practices of general practitioners of district Peshawar were poor regarding schizophrenia and may be responsible for delayed diagnosis, inadequate treatment and poor prognosis.

The impact of knowledge transfer on innovation in multinational corporations: Exploring the contingent effects

A Work Project, presented as part of the requirements for the Award of a Masters Degree in Management from the NOVA – School of Business and Economics

The impact of the social class on the development of money knowledge

A Work Project, presented as part of the requirements for the Award of a Masters Degree in Management from the NOVA – School of Business and Economics

Diagnostic tests for amoebic liver abscess: comparison of enzyme - linked immunosorbent assay (Elisa) and counterimmunoelectrophoresis (CIE)

The liver abscess is the most frequent extraintestinal complication of intestinal amoebiasis: its diagnosis is suggested by the clinical picture but it must be confirmed by paraclinic tests. Themost stringent diagnosis requires identification of E. histolytica. But this is possible only in a few cases. Serological tests greatly improve the diagnosis of this severe complication of amoebiasis. We compared the Enzyme Linfed Immunosorbent Assay and the Counterimmunoeletrophoresis techniques. Both techniques were used to detect amoebic antibodies in 50 control patients, 30 patients with liver abscess and 30 patients with intestinal amoebiasis. All the sera from control patients gave negative results iin both techniques. When analysing the sera from patients with intestinal amoebiasis, 10% of them were positive by ELISA but non by CIE. The sera of patients with liver abscess, we found that 90% were positive by the ELISA method and 66.6% by the CIE technique. In patients with amoebic liver abscess, the results showed that the ELISA was more sensitive than the CIE, as it presented a higher sensitivity (100%) than that of the CIE technique (66%).

Fast screening for diagnostic of heart ischemic episodes

Dissertação para obtenção do Grau de Doutor em Química Sustentável

Equity in access to MRI equipment: the Portuguese case

Magnetic resonance imaging (MRI) is a method of image diagnose proven to be of undeniable importance when it comes to neuro and cardio related diseases. In fact, these diseases (such as: ischemic heart disease, stroke and acute myocardial infection) have high incidence in Portugal. For these reasons, the allocation of this medical technology should not be considered with light thoughts. In fact, making decision of resource allocation in health care can be a very complex and contested matter. The impacts of new technology allocation, such MRI, can be assessed in a variety of ways. However, a fundamental component should always be present: the use of evidence-based decision-making methods. One of these methods is Technology Assessment (TA). This paper aims to characterize the equity on access of the Portuguese population in general, to a specific medical device such as MRI, under the TA point of view. It is hoped to promote a bridge of scientific knowledge between the gap on research and policy-making through TA that can emerge as a tool to aid decision-makers in the organization of health systems. There are gaps in providing healthcare, due to geographical imbalances, with some areas unable to provide certain specialized services, as hospitals in the countryside do not provide all medical specialties. Portugal has also a large independent private sector that provides diagnostic and therapeutic services to NHS users under contracts called conventions. These medical contracts cover ambulatory health facilities for laboratory tests and examinations such as diagnostic tests and Radiology. However, there is no convention from the NHS when concerning the MRI exam. Therefore, this reality can be considered a limitation in the access of the general population to this kind of clinical exam. TA can play an useful and important role in helping the decision-makers to explore potential gains that might be achieved by introducing a more rational decision making into health care management, namely into the Radiology area, regarding the allocation of MRI equipment.

O erro na fase pré-analítica : amostras não conformes versus procedimentos

RESUMO: As Análises Clínicas são um precioso elemento entre os meios complementares de diagnóstico e terapêutica permitindo uma enorme panóplia de informações sobre o estado de saúde de determinado utente. O objetivo do laboratório é fornecer informação analítica sobre as amostras biológicas, sendo esta caracterizada pela sua fiabilidade, relevância e facultada em tempo útil. Assim, tratando-se de saúde, e mediante o propósito do laboratório, é notória a sua importância, bem como, a dos fatores associados para o cumprimento do mesmo. O bom desenrolar do ciclo laboratorial, compreendido pelas fases pré-analítica, analítica e pós-analítica é crucial para que o objetivo do laboratório seja cumprido com rigor e rapidez. O presente trabalho “O Erro na Fase Pré-Analítica: Amostras Não Conformes versus Procedimentos”, enquadrado no mestrado de Qualidade e Organização no Laboratório de Análises Clínicas, pretendeu enfatizar a importância da fase pré- analítica, sendo ela apontada como a primordial em erros que acabam por atrasar a saída de resultados ou por permitir que os mesmos não sejam fidedignos como se deseja, podendo acarretar falsos diagnósticos e decisões clínicas erradas. Esta fase, iniciada no pedido médico e finalizada com a chegada das amostras biológicas ao laboratório está entregue a uma diversidade de procedimentos que acarretam, por si só, uma grande diversidade de intervenientes, para além de uma variabilidade de factores que influenciam a amostra e seus resultados. Estes fatores, que podem alterar de algum modo a “veracidade” dos resultados analíticos, devem ser identificados e tidos em consideração para que estejamos convitos que os resultados auxiliam diagnósticos precisos e uma avaliação correta do estado do utente. As colheitas que por quaisquer divergências não originam amostras que cumpram o objectivo da sua recolha, não estando por isso em conformidade com o pretendido, constituem uma importante fonte de erro para esta fase pré-analítica. Neste estudo foram consultados os dados relativos a amostras de sangue e urina não conformes detetadas no laboratório, em estudo, durante o 1º trimestre de 2012, para permitir conhecer o tipo de falhas que acontecem e a sua frequência. Aos Técnicos de Análises Clínicas, colaboradores do laboratório, foi-lhes pedido que respondessem a um questionário sobre os seus procedimentos quotidianos e constituíssem, assim, a população desta 2ª parte do projeto. Preenchido e devolvido de forma anónima, este questionário pretendeu conhecer os procedimentos na tarefa de executar colheitas e, hipoteticamente, confrontá-los com as amostras não conformes verificadas. No 1ºsemestre de 2012 e num total de 25319 utentes registaram-se 146 colheitas que necessitaram de repetição por se verificarem não conformes. A “amostra não colhida” foi a não conformidade mais frequente (50%) versus a “má identificação” que registou somente 1 acontecimento. Houve ainda não conformidades que não se registaram como “preparação inadequada” e “amostra mal acondicionada”. Os técnicos revelaram-se profissionais competentes, conhecedores das tarefas a desempenhar e preocupados em executá-las com qualidade. Eliminar o erro não estará, seguramente, ao nosso alcance porém admitir a sua presença, detetá-lo e avaliar a sua frequência fará com que possamos diminuir a sua existência e melhorar a qualidade na fase pré-analítica, atribuindo-lhe a relevância que desempenha no processo laboratorial.-----------ABSTRACT:Clinical analyses are a precious element among diagnostic and therapeutic tests as they allow an enormous variety of information on the state of health of a user. The aim of the laboratory is to supply reliable, relevant and timely analytical information on biological samples. In health-related matters, in accordance with the objective of the laboratory, their importance is vital, as is the assurance that all the tools are in place for the fulfillment of its purpose. A good laboratory cycle, which includes the pre-analytical, analytical and post-analytical phases, is crucial in fulfilling the laboratory’s mission rapidly and efficiently. The present work - "Error in the pre-analytical phase: non-compliant samples versus procedures”, as part of the Master’s in Quality and Organization in the Clinical Analyses Laboratory, wishes to emphasize the importance of the pre-analytical phase, as the phase containing most errors which eventually lead to delays in the issue of results, or the one which enables those results not to be as reliable as desired, which can lead to false diagnosis and wrong clinical decisions. This phase, which starts with the medical request and ends with the arrival of the biological samples to the laboratory, entails a variety of procedures, which require the intervention of different players, not to mention a great number of factors, which influence the sample and the results. These factors, capable of somehow altering the “truth” of the analytical results, must be identified and taken into consideration so that we may ensure that the results help to make precise diagnoses and a correct evaluation of the user’s condition. Those collections which, due to any type of differences, do not originate samples capable of fulfilling their purpose, and are therefore not compliant with the objective, constitute an important source of error in this pre-analytical phase. In the present study, we consulted data from non-compliant blood and urine samples, detected at the laboratory during the 1st quarter of 2012, to find out the type of faults that happen and their frequency. The clinical analysis technicians working at the laboratory were asked to fill out a questionnaire regarding their daily procedures, forming in this way the population for this second part of the project. Completed and returned anonymously, this questionnaire intended to investigate the procedures for collections and, hypothetically, confront them with the verified non-compliant samples. In the first semester of 2012, and out of a total of 25319 users, 146 collections had to be repeated due to non-compliance. The “uncollected sample” was the most frequent non-compliance (>50%) versus “incorrect identification” which had only one occurrence. There were also unregistered non-compliance issues such as “inadequate preparation” and “inappropriately packaged sample”. The technicians proved to be competent professionals, with knowledge of the tasks they have to perform and eager to carry them out efficiently. We will certainly not be able to eliminate error, but recognizing its presence, detecting it and evaluating its frequency will help to decrease its occurrence and improve quality in the pre-analytical phase, giving it the relevance it has within the laboratory process.

WebGIS applied to Improve Spatial Knowledge of High School Students

Dissertation submitted in partial fulfillment of the requirements for the Degree of Master of Science in Geospatial Technologies

A knowledge-based framework to facilitate E-training implementation

Dissertação para obtenção do Grau de Mestre em Engenharia Eletrotécnica e de Computadores

Ultrassonografia torácica : impacto no diagnóstico e estadiamento do cancro do pulmão

RESUMO:RESUMO: Nos últimos anos a ultrassonografia emergiu como um instrumento importante no diagnóstico da patologia torácica. O progresso tecnológico possibilitou a conceção de novos equipamentos como a ecoendoscopia brônquica radial e linear. Verificou-se, igualmente, o aparecimento de indicações para a realização de ecografia transtorácica. Uma das principais doenças impulsionadoras da técnica ultrassonográfica no tórax foi o cancro do pulmão, primeira causa de morte oncológica a nível mundial. A aplicabilidade e conhecimento do papel dos ultrassons no âmbito do diagnóstico e estadiamento do cancro do pulmão não se encontram esgotados, persistindo focos de controvérsia e dúvida científica que se pretendem esclarecer. A presente tese foi organizada em cinco capítulos: o primeiro abordou de forma geral e introdutória o estado da arte referente à ultrassonografia torácica, cancro do pulmão e a sua conjugação; o segundo destacou os principais objetivos; o terceiro sumarizou a metodologia utilizada; o quarto englobou os cinco estudos publicados, descritos subsequentemente, e o quinto incluiu uma discussão concisa, as principais conclusões e perspetivas futuras. O primeiro estudo avaliou a rentabilidade diagnóstica, segurança e curva de aprendizagem num coorte de 179 doentes submetidos a ecoendoscopia brônquica linear. De acordo com as indicações para este procedimento os doentes foram subdivididos em três grupos: (1) diagnóstico, (2) diagnóstico e estadiamento e (3) estadiamento. Para o primeiro, segundo e terceiro grupos a sensibilidade da ecoendoscopia foi 86.1%, 86.7% e 95% respetivamente e a precisão técnica foi 87.5%, 93.1% e 97.7% respetivamente. O treino originou um aumento progressivo do número de locais puncionados por doente, com menor duração e sem complicações, comprovando a eficácia e segurança do método quando realizado na população Portuguesa por broncologistas com experiência. O segundo estudo foi conduzido para averiguar a eficácia e custo da ecoendoscopia brônquica linear realizada através da via aérea e/ou esófago no diagnóstico de lesões sugestivas de neoplasia do pulmão, após ineficácia das técnicas convencionais. Nos doentes incluídos prospetivamente alcançou-se um diagnóstico definitivo em 106 casos (87.6%). A sensibilidade global para o diagnóstico de cancro do pulmão foi 89.8%, a especificidade foi 100%, o valor preditivo positivo foi 100%, o valor preditivo negativo foi 20% e a precisão foi 90.1%. Esta estratégia ultrassonográfica abrangente evitou intervenções cirúrgicas diagnósticas em doentes anteriormente submetidos a broncoscopia flexível ou punção aspirativa transtorácica guiada por tomografia computorizada, proporcionando uma redução significativa dos custos. No terceiro estudo investigou-se a viabilidade e papel da conjugação da ecoendoscopia brônquica linear com técnicas moleculares na avaliação de antigénios tumorais e padrões de metastização ganglionar em doentes com cancro do pulmão de não-pequenas células (CPNPC). Os marcadores citoqueratina 19 (CK-19), antigénio carcinoembrionário (CEA), molécula de adesão celular epitelial (EPCAM), sialyl-Lewis X e CD44 foram determinados nos aspirados ganglionares de 33 doentes com neoplasia e 17 controlos 10 Ultrassonografia através de citometria de fluxo (CF) e reação em cadeia da polimerase em tempo real (RTPCR). Os doentes com CPNPC possuíam um compartimento celular epitelial significativamente aumentado e com marcação superior de CK-19 comparativamente ao grupo de controlo. O compartimento imune foi também analisado nestas amostras e revelou-se alterado no CPNPC com aumento da população de monócitos e diminuição das subpopulações linfocitárias. Os transcriptos de CK-19, CEA e EPCAM estavam elevados nos doentes com cancro do pulmão, identificando-se uma correlação positiva entre estes marcadores e o tamanho da lesão primária. Concluiu-se que a identificação de CK-19, CEA e EPCAM nas amostras obtidas por ecoendoscopia e avaliadas por CF e RTPCR foi viável, podendo auxiliar na deteção de metástases ganglionares no CPNPC. O quarto estudo envolveu a combinação da ecoendoscopia brônquica radial com uma criosonda para o diagnóstico de lesões pulmonares sólidas periféricas. Foi determinada a viabilidade, rentabilidade diagnóstica, tamanho das amostras e segurança do método. Lesões inferiores a 40mm foram localizadas por ultrassonografia sendo os doentes randomizados para a realização de biópsias transbrônquicas com pinça seguidas por criosonda ou vice-versa. Nos 39 casos incluídos a lesão foi visualizada pela minisonda em 31 doentes (79.5%), com 80.6% de prevalência de cancro do pulmão na amostra. A rentabilidade diagnóstica da pinça de biópsia foi 61.3% e da criosonda foi 74.2%. O tamanho do tecido adquirido pelas criobiópsias foi significativamente maior do que o alcançado por pinça (11.17mm2 vs. 4.69mm2, p<0.001). Ocorreu um único caso de hemorragia moderada, controlada através de medidas conservadoras. As biópsias transbrônquicas com criosonda sob orientação de ecoendoscopia radial foram seguras e eficazes na obtenção de amostras histológicas. O quinto estudo determinou o valor diagnóstico da ecografia transtorácica na identificação de malignidade em doentes com derrame pleural de natureza indeterminada. Foram examinados de forma prospetiva 154 doentes. Os resultados clínicos e radiológicos de cada caso foram ocultados ao executante do exame que gerou imagens estáticas e vídeos ultrassonográficos relevantes. Estes foram posteriormente visualizados, sendo as suas características classificadas por revisores independentes e comparadas com o diagnóstico definitivo. Em 66 casos o diagnóstico foi de derrame pleural maligno (68.2% com cancro do pulmão) e em 67 de derrame benigno. A ecografia torácica obteve 80.3% de sensibilidade, 83.6% de especificidade, 81.2% de valor preditivo negativo e 82.8% de valor preditivo positivo na deteção de malignidade. A nodularidade pleural ou diafragmática, espessamento pleural superior a 10mm e sinal de swirling foram significativamente diferentes (p<0.001) sendo sugestivos de derrame maligno. A existência de nodularidade pleural e ausência de broncograma aéreo ecográfico aumentaram a probabilidade de malignidade (OR 29.0 e OR 10.4, respetivamente). A ecografia transtorácica permitiu diferenciar derrame pleural maligno do benigno. A existência de nódulos pleurais constituiu o fator discriminador mais relevante. Em conclusão, os resultados desta tese possibilitam uma melhor compreensão do papel da ecoendoscopia brônquica (linear e radial) e ecografia transtorácica no diagnóstico e estadiamento do cancro do pulmão, com implicações e aplicabilidade na prática clínica.------------- ABSTRACT: In recent years ultrasonography has emerged as an important instrument in the diagnosis of thoracic diseases. Technological progress has enabled the design of new equipment such as radial and linear endobronchial ultrasound. In addition, indications for transthoracic echography were established. One of the main diseases responsible for the progression of chest sonography was lung cancer, the leading cause of cancer mortality worldwide. The applicability and knowledge of the role of ultrasonography in diagnosing and staging lung cancer is not depleted, persisting foci of controversy and scientific doubt that we intend to elucidate. The present thesis was organized into five chapters: the first included a general introduction regarding chest ultrasound, lung cancer and their combination; the second emphasized the main objectives; the third summarized the methodology used; the fourth encompassed the five published studies, subsequently described, and the fifth included a concise discussion, the main findings and future perspectives. The first study evaluated the diagnostic yield, safety and learning curve in a cohort of 179 patients submitted to linear endobronchial ultrasound. According to procedure indications, the patients were divided into three groups: (1) diagnosis, (2) diagnosis and staging, and (3) staging. For the first, second and third groups, endobronchial ultrasound sensitivity was 86.1%, 86.7% and 95% respectively and accuracy was 87.5%, 93.1% and 97.7% respectively. Practise led to an increase number of punctured sites per patient, in a shorter period of time and without complications, proving the safety and efficacy of the method when performed in the Portuguese population by expert echoscopists. The second study was conducted to determine the efficacy and cost of linear endobronchial ultrasound performed through the airway and/or oesophagus for diagnosis of lesions suggestive of lung cancer, after failure of conventional techniques. Of the patients prospectively enrolled a definitive diagnosis was reached in 106 cases (87.6%). The overall sensitivity for the diagnosis of lung cancer was 89.8%, specificity was 100%, positive predictive value was 100%, negative predictive value was 20% and accuracy was 90.1%. In conclusion, this global ultrasonographic strategy avoided diagnostic surgical procedures in patients that had undergone flexible bronchoscopy or computed tomography-guided transthoracic needle aspiration, providing a significant cost reduction. In the third study, the feasibility and role of linear endobronchial ultrasound combined with molecular techniques in the evaluation of tumour antigens and patterns of lymph node metastasis in patients with non-small cell lung cancer (NSCLC) was investigated. Cytokeratin 19 (CK-19), carcinoembryonic antigen (CEA), epithelial cell adhesion molecule (EPCAM), sialyl Lewis-X and CD44 were determined in lymph node aspirates of 33 lung cancer patients and 17 controls, using flow cytometry (FC) and reverse transcription polymerase chain reaction (RT-PCR). In patients with NSCLC the epithelial cell compartment was significantly increased nd showed brighter CK-19 staining, compared to the control group. In NSCLC patients the immune compartment revealed an increased monocyte population and decreased lymphocyte subsets. The transcripts of CK- 19, CEA and EPCAM were higher in lung cancer patients and a positive correlation between these markers and the size of the primary lesion was also found. We concluded that the identification of CK-19, CEA and EPCAM in endobronchial ultrasound samples, using RT-PCR and FC was feasible and might aid in the detection of NSCLC lymph node metastases. The fourth study involved the combination of the radial endobronchial ultrasound with the cryoprobe for diagnosing solid peripheral lung lesions. We determined the feasibility, diagnostic yield, sample size and safety of the method. Lesions less than 40mm were located by ultrasound and forceps or cryobiopsies were performed in a randomized order. Of the 39 cases included, the lesion could be visualized by the miniprobe in 31 patients (79.5%), and lung cancer prevalence was 80.6%. The diagnostic yield of the biopsy forceps was 61.3% and for the cryobiopsy was 74.2 %. Cryobiopsies were significantly larger than forceps biopsies (11.17mm2 vs. 4.69mm2, p<0.001). There was only one case of moderate bleeding that was controlled by conservative measures. Transbronchial cryobiopsies under radial endobronchial ultrasound guidance were safe and effective in obtaining histological samples. The fifth study determined the diagnostic value of transthoracic sonography in predicting malignancy in patients with an undiagnosed pleural effusion. One hundred and fifty four patients were prospectively scanned. Relevant ultrasound images and videos were generated by an operator blinded to clinical and radiological results. These were subsequently visualized, its characteristics classified by independent reviewers and compared to the final diagnosis. A malignant pleural effusion was diagnosed in 66 cases (68.2 % with lung cancer) and a benign effusion in 67 cases. Thoracic ultrasound had a sensitivity of 80.3 %, specificity of 83.6%, negative predictive value of 81.2 % and positive predictive value of 82.8% to detect malignancy. The presence of pleural or diaphragmatic nodularity, pleural thickening greater than 10mm and swirling signal were significantly different (p<0.001 ), being suggestive of malignant effusion. The existence of pleural nodularity and absence of lung air bronchogram were more likely to indicate malignancy (OR 29.0 and OR 10.4, respectively). Transthoracic ultrasonography permits the distinction between malignant and benign pleural effusions. Pleural nodules were the most relevant feature. In conclusion, the results of this thesis provide a better understanding of the role of endobronchial ultrasound (linear and radial) and transthoracic sonography in lung cancer diagnosis and staging, with direct implications and applicability in clinical practice.