Polimorfismos nos genes IL-2, IL-5, IL-8, IL-12 e IFN-y e a resposta a nematoides gastrintestinais em caprinos.

Resumo: Cinco genes candidatos foram selecionados para identificar polimorfismos de nucleotídeo único e sua associação com a resposta de caprinos a nematoides gastrintestinais. Para isso, o DNA genômico dos animais mais resistentes e mais susceptíveis foi extraído e submetido ao sequenciamento de nova geração. Foram observados 71 SNPs, sendo 4 associados à resistência, o que os tornam alvos de estudos em toda a população de caprinos a fim de se confirmar essa associação. [Polymorphisms in IL-2, IL-5, IL-8, IL-12 e IFN-y genes and the response to gastrointestinal nematode in goats]. Abstract: Five candidate genes were selected to identify single nucleotide polymorphisms and its association with goat response to gastrointestinal nematodes. Genomic DNA from resistant and susceptible animals was extracted and submitted to new generation sequencing. It was observed 71 SNPs with 4 associated with resistance, which make them targets for studies on the entire population goats in order to confirm this association.

Studies of the assembly of the Streptococcus pneumoniae capsular polysaccharide

Dissertation presented to obtain the Ph.D degree in Biology.

Evolution of Diplodocid Sauropod dinosaurs with emphasis on specimens from Howe Ranch, Wyoming (USA)

Diplodocidae are among the best known sauropod dinosaurs. Several species were described in the late 1800s or early 1900s. Since then, numerous additional specimens were recovered in the USA, Tanzania, Portugal, as well as possibly Spain, England, and Asia. To date, the clade includes about 12 to 15 different species, some of them with questionable taxonomic status (e.g. ‘Diplodocus’ hayi or Dyslocosaurus polyonychius). However, intrageneric relationships of the multi-species, iconic genera Apatosaurus and Diplodocus are still poorly known. The way to resolve this issue is a specimen-based phylogenetic analysis, which was done for Apatosaurus, but is here performed for the first time for the entire clade of Diplodocidae. New material from different localities and stratigraphic levels on the Howe Ranch (Shell,Wyoming, USA) sheds additional light on the evolution of Diplodocidae. Three new specimens are described herein, considerably increasing our knowledge of the anatomy of the group. The new specimens (SMA 0004, SMA 0011, and SMA 0087) represent two, to possibly three new diplodocid species. They preserve material from all parts of the skeleton, including two nearly complete skulls, as well as fairly complete manus and pedes, material which is generally rare in diplodocids. Thereby, they considerably increase anatomical overlap between the sometimes fragmentary holotype specimens of the earlier described diplodocid species, allowing for significant results in a specimenbased phylogenetic analysis. Furthermore, clavicles and interclavicles are identified, the latter for the first time in dinosaurs. Their presence seems restricted to early sauropods, flagellicaudatans, and early Macronaria, and might thus be a retained plesiomorphy, with the loss of these bones being synapomorphic for Titanosauriformes and possibly Rebbachisauridae. The new material allows to test previous hypotheses of diplodocid phylogeny. In order to do so, any type specimen previously proposed to belong to Diplodocidae was included in the study, as are relatively complete referred specimens, in order to increase the degree of overlapping material. For specimens subsequently suggested to be non-diplodocid sauropods, their hypothesized sister taxa were included as outgroups. The current phylogenetic analysis thus includes 76 operational taxonomic units, 45 of which belong to Diplodocidae. The specimens were scored for 477 morphological characters, representing one of the most extensive phylogenetic analyses done within sauropod dinosaurs. The resulting cladogram recovers the classical arrangement of diplodocid relationships. Basing on a newly developed numerical approach to reduce subjectivity in the decision of specific or generic separation, species that have historically been included into well-known genera like Apatosaurus or Diplodocus, were detected to be actually generically different. Thereby, the famous genus Brontosaurus is resuscitated, and evidence further suggests that also Elosaurus parvus (previously referred to Apatosaurus) or ‘Diplodocus’ hayi represent unique genera. The study increases our knowledge about individual variation, and helps to decide how to score multi-species genera. Such a specimen-based phylogenetic analysis thus proves a valuable tool to validate historic species in sauropods, and in paleontology as a whole.

A framework for efficient model transformations

The reported productivity gains while using models and model transformations to develop entire systems, after almost a decade of experience applying model-driven approaches for system development, are already undeniable benefits of this approach. However, the slowness of higher-level, rule based model transformation languages hinders the applicability of this approach to industrial scales. Lower-level, and efficient, languages can be used but productivity and easy maintenance seize to exist. The abstraction penalty problem is not new, it also exists for high-level, object oriented languages but everyone is using them now. Why is not everyone using rule based model transformation languages then? In this thesis, we propose a framework, comprised of a language and its respective environment, designed to tackle the most performance critical operation of high-level model transformation languages: the pattern matching. This framework shows that it is possible to mitigate the performance penalty while still using high-level model transformation languages.

The implementation of an Enterprise Geographical Information System to support Cadastre and Expropriation activities.

The processes of mobilization of land for infrastructures of public and private domain are developed according to proper legal frameworks and systematically confronted with the impoverished national situation as regards the cadastral identification and regularization, which leads to big inefficiencies, sometimes with very negative impact to the overall effectiveness. This project report describes Ferbritas Cadastre Information System (FBSIC) project and tools, which in conjunction with other applications, allow managing the entire life-cycle of Land Acquisition and Cadastre, including support to field activities with the integration of information collected in the field, the development of multi-criteria analysis information, monitoring all information in the exploration stage, and the automated generation of outputs. The benefits are evident at the level of operational efficiency, including tools that enable process integration and standardization of procedures, facilitate analysis and quality control and maximize performance in the acquisition, maintenance and management of registration information and expropriation (expropriation projects). Therefore, the implemented system achieves levels of robustness, comprehensiveness, openness, scalability and reliability suitable for a structural platform. The resultant solution, FBSIC, is a fit-for-purpose cadastre information system rooted in the field of railway infrastructures. FBSIC integrating nature of allows: to accomplish present needs and scale to meet future services; to collect, maintain, manage and share all information in one common platform, and transform it into knowledge; to relate with other platforms; to increase accuracy and productivity of business processes related with land property management.

Brucelose na Província do Namibe, Angola, 2012 : prevalências humana (profissionais da pecuária) e animal, factores de risco, conhecimento e práticas

RESUMO - Enquadramento: A Brucelose é uma antropozoonose prevalente no Mundo e é uma das mais negligenciadas. A sua transmissão ao ser humano é directa e indirecta, e acontece por via de contacto com animal infectado, o consumo de leite e seus derivados não pasteurizados e a não observância de uso de equipamentos de protecção individual e colectiva, entre outros factores. O conhecimento da prevalência e incidência da brucelose animal e humana no Namibe, uma província de Angola, é muito escasso sendo poucos os estudos que evidenciam esta doença no seio dos profissionais da pecuária expostos: trabalhadores de matadouros, veterinários e criadores de gado. É assim pertinente, com base em estudos científicos específicos, caracterizar esta situação. Objectivos: Caracterizar os ambientes dos profissionais (matadouro, talhos e salas municipais de abate e explorações); estimar a seroprevalência da brucelose humana em profissionais da pecuária (trabalhadores de matadouros e criadores de gado bovino) na província do Namibe, Angola em 2012; determinar a associação da presença da brucelose humana com variáveis sócio-demográficas, de conhecimento, de práticas e de características das explorações; determinar a prevalência da Brucelose em animais e em explorações; caracterizar os factores associados à presença da Brucelose em explorações bovinas; caracterizar o conhecimento e práticas sobre a Brucelose dos profissionais da pecuária e analisar a relação entre as prevalências nas explorações (infectadas versus não infectadas) e nos criadores (infectados versus não infectados). Métodos e materiais: estudos observacional e transversal seroepidemiológico em 131 trabalhadores de talhos, salas de abate e matadouro e 192 criadores amostrados aleatoriamente em toda província do Namibe. Os dados foram obtidos através da colheita de sangue e da aplicação de um questionário. Os testes laboratoriais utilizados foram o Rosa de Bengala (RBT) e a Aglutinação Lenta em Tubos (SAT). O estudo de conhecimento foi principalmente centrado na pergunta “Já ouviu falar de Brucelose” e nas questões relativas ao nível de conhecimento e práticas (indicadores baseados nas percentagens de respostas correctas ou práticas adequadas) dos factores de risco da Brucelose. Também foram investigados 1344 animais (em 192 explorações) com recurso ao método de diagnóstico laboratorial RBT para análise de soro sanguíneo e, complementarmente, foi aplicado um questionário aos respectivos criadores. Em termos de análise estatística, para além da abordagem descritiva, foram utilizados os testes de Independência do Quiquadrado, Fisher, Teste não paramétrico de Mann-Whitney, Teste de correlação de Spearman. Adicionalmente, com base em modelos de regressão logística, foram determinados odds ratio e os respectivos intervalos de confiança utilizando um nível de significância de 5%. Resultados: os ambientes dos profissionais (matadouro, talhos e salas municipais de abate e explorações) não reuniram as condições higio-sanitárias definidas internacionalmente como adequadas. Nos profissionais a infecção geral ponderada da Brucelose foi de 15.56% (IC95% : 13.61-17.50), sendo 5.34% em trabalhadores e 16.66% (IC95% : 11.39-21.93) em criadores. A significância estatística foi observada entre a seroprevalência humana e a categoria (trabalhador e criador) (p< 0.001) e o nível de instrução (p= 0.032), início de actividade (p= 0.079) e local de serviço (p= 0.055). Num contexto multivariado o factor positivamente associado à brucelose em profissionais foi a categoria profissional (OR = 3.54, IC95%: 1.57-8.30, relativo aos criadores em relação a trabalhadores). As taxas gerais aparentes de prevalência em animais e explorações foram respectivamente de 14.96% (IC 95%, 12.97-17.19) e de 40.10% (IC 95%, 32.75-47.93). Encontrou-se uma correlação positiva moderada entre o número de animais infectados por exploração com a média do número de abortos na exploração = 0.531, p< 0.001). Em média os profissionais tiveram um conhecimento global muito insuficiente (16.1%), tendo os trabalhadores apresentado valores mais elevados que os criadores (20.2% e 13.8%), diferença não estatisticamente significativa (p= 0.170). As perguntas “o leite in natura é fervido antes do consumo humano?”, “contacto com materiais fetais animais?”, “contacto com aerossóis no local de trabalho?” e “já fez alguma vez o teste de Brucelose humana?” (relacionadas com práticas) e as perguntas “já ouviu falar da Brucelose?”, “Brucelose é doença zoonótica/só animal/só humana? e “como a Brucelose se transmite aos humanos?” apresentaram níveis médios de práticas adequadas e conhecimentos correctos inferiores a 20%. Nas explorações infectadas, 39% dos criadores foram positivos (infectados) e nas não infectadas apenas 1.7%. O risco de um criador ser infectado estando numa exploração infectada foi significativamente mais elevado (OR= 36, IC95%: 8.28-157.04). Conclusões: os ambientes dos profissionais (matadouros, salas municipais de abate e talhos e explorações) propiciam o risco à brucelose. O estudo permite aferir que a Brucelose humana em profissionais da pecuária e a Brucelose animal são prevalentes na província do Namibe. Os níveis de seroprevalência detectados são elevados comparandoos com outros encontrados em algumas localidades africanas que possuem condições similares às do Namibe. Perto de duas em cada cinco (40.10%) explorações estão infectadas por esta doença. O número de abortos (média) está claramente relacionado com as explorações infectadas. O conhecimento geral dos profissionais da pecuária sobre a Brucelose é muito insuficiente, tendo os trabalhadores mostrado um maior conhecimento em relação aos criadores, mas ambos com níveis alarmantes. Os criadores infectados estão relacionados com as explorações infectadas. Há necessidade de controlar a doença e de informar e educar os profissionais sobre a brucelose, sendo fundamental que os serviços provinciais de veterinária reforcem acções de divulgação e de fiscalização.

Relating the spatial component and users interests to improve applications based on questions, petitions and participatory processes

Nowadays, participatory processes attending the need for real democracy and transparency in governments and collectives are more needed than ever. Immediate participation through channels like social networks enable people to give their opinion and become pro-active citizens, seeking applications to interact with each other. The application described in this dissertation is a hybrid channel of communication of questions, petitions and participatory processes based on Public Participation Geographic Information System (PPGIS), Participation Geographic Information System (PGIS) and ‘soft’ (subjective data) Geographic Information System (SoftGIS) methodologies. To achieve a new approach to an application, its entire design is focused on the spatial component related with user interests. The spatial component is treated as main feature of the system to develop all others depending on it, enabling new features never seen before in social actions (questions, petitions and participatory processes). Results prove that it is possible to develop a working application mainly using open source software, with the possibility of spatial and subject filtering, visualizing and free download of actions within application. The resulting application empowers society by releasing soft data and defines a new breaking approach, unseen so far.

The use of analytical hierarchy process in spatial decision support system for land use management

Geographic information systems give us the possibility to analyze, produce, and edit geographic information. Furthermore, these systems fall short on the analysis and support of complex spatial problems. Therefore, when a spatial problem, like land use management, requires a multi-criteria perspective, multi-criteria decision analysis is placed into spatial decision support systems. The analytic hierarchy process is one of many multi-criteria decision analysis methods that can be used to support these complex problems. Using its capabilities we try to develop a spatial decision support system, to help land use management. Land use management can undertake a broad spectrum of spatial decision problems. The developed decision support system had to accept as input, various formats and types of data, raster or vector format, and the vector could be polygon line or point type. The support system was designed to perform its analysis for the Zambezi river Valley in Mozambique, the study area. The possible solutions for the emerging problems had to cover the entire region. This required the system to process large sets of data, and constantly adjust to new problems’ needs. The developed decision support system, is able to process thousands of alternatives using the analytical hierarchy process, and produce an output suitability map for the problems faced.

Politicization of non-political events

Spatial analysis and social network analysis typically take into consideration social processes in specific contexts of geographical or network space. The research in political science increasingly strives to model heterogeneity and spatial dependence. To better understand and geographically model the relationship between “non-political” events, streaming data from social networks, and political climate was the primary objective of the current study. Geographic information systems (GIS) are useful tools in the organization and analysis of streaming data from social networks. In this study, geographical and statistical analysis were combined in order to define the temporal and spatial nature of the data eminating from the popular social network Twitter during the 2014 FIFA World Cup. The study spans the entire globe because Twitter’s geotagging function, the fundamental data that makes this study possible, is not limited to a geographic area. By examining the public reactions to an inherenlty non-political event, this study serves to illuminate broader questions about social behavior and spatial dependence. From a practical perspective, the analyses demonstrate how the discussion of political topics fluсtuate according to football matches. Tableau and Rapidminer, in addition to a set basic statistical methods, were applied to find patterns in the social behavior in space and time in different geographic regions. It was found some insight into the relationship between an ostensibly non-political event – the World Cup - and public opinion transmitted by social media. The methodology could serve as a prototype for future studies and guide policy makers in governmental and non-governmental organizations in gauging the public opinion in certain geographic locations.

Maritime Security in the Gulf of Guinea: Issues and Solutions for the 21st Century

A producer of 5.4 M bbl/d, totalling almost half of the consumption of the entire European Union, the Gulf of Guinea is a fundamental lifeline and maritime link between Europe, the Americas and Africa. Geographically positioned as a staging post for transit originating in Latin America and coupled with its relatively porous borders, the region is also the perfect stepping stone for contraband heading to European shores. While blessed with an enviable wealth of marine and mineral resources, the region is also plagued by an ever-increasing spectre of maritime piracy; accounting for around 30% of incidents in African waters from 2003 to 2011. It is for these reasons that this research centres around the issues of maritime security in the Gulf of Guinea, with a particular focus on the first two decades of the 21st century. This research looks to examine the overall picture of the present state of play in the area, before going on to provide an analysis of potential regional developments in maritime security. This research begins with the analysis of concepts/phenomena that have played a notable role in the shaping of the field of maritime security, namely Globalisation and security issues in the post-Cold War era. The ensuing chapter then focuses in on the Gulf of Guinea and the issues dominating the field of maritime security in the region. The penultimate chapter presents a SWOT analysis, undertaken as part of this research with the aim of correlating opinions from a variety of sectors/professions regarding maritime security in the Gulf of Guinea. The final chapter builds upon the results obtained from the abovementioned SWOT analysis, presenting a series of potential proposals/strategies that can contribute to the field of maritime security in the region over the coming years. This research draws to a close with the presentation of conclusions taken from this particular investigation, as well as a final overview of the earlier presented proposals applicable to the field of maritime security during the second decade of the 21st century.

Dynamic behavior of sylvatic yellow fever in Brazil (1954-2008)

INTRODUCTION: Sylvatic yellow fever (SYF) is enzootic in Brazil, causing periodic outbreaks in humans living near forest borders or in rural areas. In this study, the cycling patterns of this arbovirosis were analyzed. METHODS: Spectral Fourier analysis was used to capture the periodicity patterns of SYF in time series. RESULTS: SYF outbreaks have not increased in frequency, only in the number of cases. There are two dominant cycles in SYF outbreaks, a seven year cycle for the central-western region and a 14 year cycle for the northern region. Most of the variance was concentrated in the central-western region and dominated the entire endemic region. CONCLUSIONS: The seven year cycle is predominant in the endemic region of the disease due the greater contribution of variance in the central-western region; however, it was possible identify a 14 cycle that governs SYF outbreaks in the northern region. No periodicities were identified for the remaining geographical regions.

The brushstroke and materials of Amadeo de Souza-Cardoso combined in an authentication tool

Nowadays, authentication studies for paintings require a multidisciplinary approach, based on the contribution of visual features analysis but also on characterizations of materials and techniques. Moreover, it is important that the assessment of the authorship of a painting is supported by technical studies of a selected number of original artworks that cover the entire career of an artist. This dissertation is concerned about the work of modernist painter Amadeo de Souza-Cardoso. It is divided in three parts. In the first part, we propose a tool based on image processing that combines information obtained by brushstroke and materials analysis. The resulting tool provides qualitative and quantitative evaluation of the authorship of the paintings; the quantitative element is particularly relevant, as it could be crucial in solving authorship controversies, such as judicial disputes. The brushstroke analysis was performed by combining two algorithms for feature detection, namely Gabor filter and Scale Invariant Feature Transform. Thanks to this combination (and to the use of the Bag-of-Features model), the proposed method shows an accuracy higher than 90% in distinguishing between images of Amadeo’s paintings and images of artworks by other contemporary artists. For the molecular analysis, we implemented a semi-automatic system that uses hyperspectral imaging and elemental analysis. The system provides as output an image that depicts the mapping of the pigments present, together with the areas made using materials not coherent with Amadeo’s palette, if any. This visual output is a simple and effective way of assessing the results of the system. The tool proposed based on the combination of brushstroke and molecular information was tested in twelve paintings obtaining promising results. The second part of the thesis presents a systematic study of four selected paintings made by Amadeo in 1917. Although untitled, three of these paintings are commonly known as BRUT, Entrada and Coty; they are considered as his most successful and genuine works. The materials and techniques of these artworks have never been studied before. The paintings were studied with a multi-analytical approach using micro-Energy Dispersive X-ray Fluorescence spectroscopy, micro-Infrared and Raman Spectroscopy, micro-Spectrofluorimetry and Scanning Electron Microscopy. The characterization of Amadeo’s materials and techniques used on his last paintings, as well as the investigation of some of the conservation problems that affect these paintings, is essential to enrich the knowledge on this artist. Moreover, the study of the materials in the four paintings reveals commonalities between the paintings BRUT and Entrada. This observation is supported also by the analysis of the elements present in a photograph of a collage (conserved at the Art Library of the Calouste Gulbenkian Foundation), the only remaining evidence of a supposed maquete of these paintings. The final part of the thesis describes the application of the image processing tools developed in the first part of the thesis on a set of case studies; this experience demonstrates the potential of the tool to support painting analysis and authentication studies. The brushstroke analysis was used as additional analysis on the evaluation process of four paintings attributed to Amadeo, and the system based on hyperspectral analysis was applied on the painting dated 1917. The case studies therefore serve as a bridge between the first two parts of the dissertation.

Corruption: Who pays for the bill?

This paper intends to study who pays for corruption in Brazil from 2005 to 2011. Politicians may decide to charge the spillovers of corruption at a municipal level through taxes or to charge it to the entire country through voluntary transfers. The used measure of corruption is based on audit reports conducted on randomly selected municipalities from 2005 to 2011.In order to address this question an IV strategy was computed using as instrument for the number of observed cases of corruption the dummy variable of being audited or not. We evaluated the impact of corruption on taxes and on voluntary transfers and concluded that with an increase in the number of observed cases of corruption the first decreases and the latest registers an increase. Therefore, considering all Brazilian municipalities, mayors prefer to spread the bill all over the country than charging it locally.

Prospective system analysis of stationary battery systems under the frame of Constructive Technology Assessment

Based on the report for the unit “Project IV” of the PhD programme on Technology Assessment under the supervision of Dr.-Ing. Marcel Weil and Prof. Dr. António Brandão Moniz. The report was presented and discussed at the Doctorate Conference on Technologogy Assessment in July 2013 at the University Nova Lisboa, Caparica campus.

Avaliação da monitorização diária da proteína C-Reativa no doente crítico

RESUMO: O objectivo desta Tese de Doutoramento foi estudar o valor da Proteína CReactiva(PCR) como marcador de infecção e sepsis. Por definição, um marcador da infecção não está presente se o doente não está infectado, deve aparecer concomitantemente ou idealmente preceder a instalação da infecção, deve desaparecer com a instituição de terapêutica antimicrobiana adequada e permanecer elevado se a infecção for refractária ao tratamento. Do ponto de vista biológico, a PCR é o protótipo das proteínas de fase aguda, com uma marcada elevação da sua concentração sérica em resposta a diversos estímulos inflamatórios em particular infecções bacterianas. A sua concentração sérica depende apenas da intensidade do estímulo e da velocidade de síntese hepática, não sendo influenciada por nenhum factor ou tratamento a não ser que este tenha influência directa sobre o estímulo desencadeante, o que a torna um marcador de infecção com grande potencial. Nesta Tese comparou-se a PCR com marcadores clássicos de infecção, temperatura e contagem leucocitária, em diversas situações clínicas analisando doentes com infecções documentadas e doentes controlos, sem infecção. Globalmente os resultados dos trabalhos desta Tese mostram que a PCR é um bom marcador de infecção de acordo com a definição previamente apresentada. Em conjunto com a restante avaliação clínica e laboratorial, a monitorização diária da PCR nos doentes sem infecção mostrou ser útil como sentinela da infecção, isto é, apresenta valores baixos nos doentes sem infecção e sobe precocemente nos doentes que desenvolvem uma infecção. Nos doentes com infecção documentada revelou um ser bom marcador de resposta à terapêutica e evolução clínica, diminuindo naqueles que melhoravam e persistindo elevada nos que tinham mau prognóstico, bem assim como identificar diferentes perfis evolutivos. Em suma, a monitorização diária da PCR mostrou utilidade ao longo de todo o internamento na Unidade de Cuidados Intensivos, quer na presença quer na ausência de infecção. Deste todo, a monitorização diária da PCR pode a possibilitar uma utilização mais racional e judiciosa da terapêutica antimicrobiana, contribuindo dessa forma para uma diminuição da toxicidade e da pressão antibiótica, menor risco de emergência de resistências e finalmente diminuição dos custos. Uma vez que, os doentes internados nas Unidades de Cuidados Intensivos apresentam as mesmas doenças que os restantes doentes admitidos no hospital apenas se distinguindo pela sua maior gravidade, poder-se-á extrapolar que a PCR também é potencialmente um bom marcador de infecção nestes doentes. ----------------ABSTRACT: The aim of this PhD Thesis was to assess the value of C-Reactive Protein (CRP) as a marker of infection and sepsis. A marker of infection should be absent in a non-infected patient, should increase alongside or ideally precede the development of an infection, and finally should assess the therapeutic response, that is to say decrease or even disappear with adequate antimicrobial therapy or on the opposite remain elevated if the infection is refractory to the prescribed treatment. The biology of CRP makes it the prototype of acute phase proteins, with marked and sharp elevations of its serum concentration in response to several inflammatory stimulus in particular bacterial infections. Besides, CRP level depends only of the intensity of the stimulus and the rate of hepatic synthesis. Its concentration is not modified by any therapy or intervention. Only those interventions affecting the inflammatory process responsible for the acute phase reaction can change the CRP level. These properties make CRP a potentially good marker of infection. In this Thesis the value of CRP was studied in comparison to traditional markers of infection, like temperature and white cell count, in different clinical situations analysing patients with documented infections and a control group without infection. The aggregated results of the analysis presented in this Thesis illustrate that CRP could be used as a marker of infection. In conjunction with other clinical and laboratory manifestations of sepsis, daily CRP measurement in patients without infection was useful in prediction of infection as its concentration remains low in patients without infection whereas if an infection appears its levels raise markedly. In addition, in patients with documented infections CRP was useful as a marker of therapeutic response and follow-up, with marked decreases in patients with good outcome and remaining elevated in those with poor prognosis, as well as the recognition of different patterns of evolution. In summary, daily CRP measurement was helpful in critical ill patients along the entire Intensive Care Unit stay, both in the presence and in the absence of infection. As a result, daily CRP measurement can assure a better and more rational use of antibiotics and consequently contribute to a decrease in the antibiotic toxicity and demand, reducing the risks of emergence of resistant strains aas well as costs. Provided that patients admitted to an Intensive Care Unit presented the same clinical diagnosis as those admitted to the wards but with higher severity, one can speculate that CRP is also a potentially good marker of infection in these of patients.