Automatic learning for the classification of chemical reactions and in statistical thermodynamics

This Thesis describes the application of automatic learning methods for a) the classification of organic and metabolic reactions, and b) the mapping of Potential Energy Surfaces(PES). The classification of reactions was approached with two distinct methodologies: a representation of chemical reactions based on NMR data, and a representation of chemical reactions from the reaction equation based on the physico-chemical and topological features of chemical bonds. NMR-based classification of photochemical and enzymatic reactions. Photochemical and metabolic reactions were classified by Kohonen Self-Organizing Maps (Kohonen SOMs) and Random Forests (RFs) taking as input the difference between the 1H NMR spectra of the products and the reactants. The development of such a representation can be applied in automatic analysis of changes in the 1H NMR spectrum of a mixture and their interpretation in terms of the chemical reactions taking place. Examples of possible applications are the monitoring of reaction processes, evaluation of the stability of chemicals, or even the interpretation of metabonomic data. A Kohonen SOM trained with a data set of metabolic reactions catalysed by transferases was able to correctly classify 75% of an independent test set in terms of the EC number subclass. Random Forests improved the correct predictions to 79%. With photochemical reactions classified into 7 groups, an independent test set was classified with 86-93% accuracy. The data set of photochemical reactions was also used to simulate mixtures with two reactions occurring simultaneously. Kohonen SOMs and Feed-Forward Neural Networks (FFNNs) were trained to classify the reactions occurring in a mixture based on the 1H NMR spectra of the products and reactants. Kohonen SOMs allowed the correct assignment of 53-63% of the mixtures (in a test set). Counter-Propagation Neural Networks (CPNNs) gave origin to similar results. The use of supervised learning techniques allowed an improvement in the results. They were improved to 77% of correct assignments when an ensemble of ten FFNNs were used and to 80% when Random Forests were used. This study was performed with NMR data simulated from the molecular structure by the SPINUS program. In the design of one test set, simulated data was combined with experimental data. The results support the proposal of linking databases of chemical reactions to experimental or simulated NMR data for automatic classification of reactions and mixtures of reactions. Genome-scale classification of enzymatic reactions from their reaction equation. The MOLMAP descriptor relies on a Kohonen SOM that defines types of bonds on the basis of their physico-chemical and topological properties. The MOLMAP descriptor of a molecule represents the types of bonds available in that molecule. The MOLMAP descriptor of a reaction is defined as the difference between the MOLMAPs of the products and the reactants, and numerically encodes the pattern of bonds that are broken, changed, and made during a chemical reaction. The automatic perception of chemical similarities between metabolic reactions is required for a variety of applications ranging from the computer validation of classification systems, genome-scale reconstruction (or comparison) of metabolic pathways, to the classification of enzymatic mechanisms. Catalytic functions of proteins are generally described by the EC numbers that are simultaneously employed as identifiers of reactions, enzymes, and enzyme genes, thus linking metabolic and genomic information. Different methods should be available to automatically compare metabolic reactions and for the automatic assignment of EC numbers to reactions still not officially classified. In this study, the genome-scale data set of enzymatic reactions available in the KEGG database was encoded by the MOLMAP descriptors, and was submitted to Kohonen SOMs to compare the resulting map with the official EC number classification, to explore the possibility of predicting EC numbers from the reaction equation, and to assess the internal consistency of the EC classification at the class level. A general agreement with the EC classification was observed, i.e. a relationship between the similarity of MOLMAPs and the similarity of EC numbers. At the same time, MOLMAPs were able to discriminate between EC sub-subclasses. EC numbers could be assigned at the class, subclass, and sub-subclass levels with accuracies up to 92%, 80%, and 70% for independent test sets. The correspondence between chemical similarity of metabolic reactions and their MOLMAP descriptors was applied to the identification of a number of reactions mapped into the same neuron but belonging to different EC classes, which demonstrated the ability of the MOLMAP/SOM approach to verify the internal consistency of classifications in databases of metabolic reactions. RFs were also used to assign the four levels of the EC hierarchy from the reaction equation. EC numbers were correctly assigned in 95%, 90%, 85% and 86% of the cases (for independent test sets) at the class, subclass, sub-subclass and full EC number level,respectively. Experiments for the classification of reactions from the main reactants and products were performed with RFs - EC numbers were assigned at the class, subclass and sub-subclass level with accuracies of 78%, 74% and 63%, respectively. In the course of the experiments with metabolic reactions we suggested that the MOLMAP / SOM concept could be extended to the representation of other levels of metabolic information such as metabolic pathways. Following the MOLMAP idea, the pattern of neurons activated by the reactions of a metabolic pathway is a representation of the reactions involved in that pathway - a descriptor of the metabolic pathway. This reasoning enabled the comparison of different pathways, the automatic classification of pathways, and a classification of organisms based on their biochemical machinery. The three levels of classification (from bonds to metabolic pathways) allowed to map and perceive chemical similarities between metabolic pathways even for pathways of different types of metabolism and pathways that do not share similarities in terms of EC numbers. Mapping of PES by neural networks (NNs). In a first series of experiments, ensembles of Feed-Forward NNs (EnsFFNNs) and Associative Neural Networks (ASNNs) were trained to reproduce PES represented by the Lennard-Jones (LJ) analytical potential function. The accuracy of the method was assessed by comparing the results of molecular dynamics simulations (thermal, structural, and dynamic properties) obtained from the NNs-PES and from the LJ function. The results indicated that for LJ-type potentials, NNs can be trained to generate accurate PES to be used in molecular simulations. EnsFFNNs and ASNNs gave better results than single FFNNs. A remarkable ability of the NNs models to interpolate between distant curves and accurately reproduce potentials to be used in molecular simulations is shown. The purpose of the first study was to systematically analyse the accuracy of different NNs. Our main motivation, however, is reflected in the next study: the mapping of multidimensional PES by NNs to simulate, by Molecular Dynamics or Monte Carlo, the adsorption and self-assembly of solvated organic molecules on noble-metal electrodes. Indeed, for such complex and heterogeneous systems the development of suitable analytical functions that fit quantum mechanical interaction energies is a non-trivial or even impossible task. The data consisted of energy values, from Density Functional Theory (DFT) calculations, at different distances, for several molecular orientations and three electrode adsorption sites. The results indicate that NNs require a data set large enough to cover well the diversity of possible interaction sites, distances, and orientations. NNs trained with such data sets can perform equally well or even better than analytical functions. Therefore, they can be used in molecular simulations, particularly for the ethanol/Au (111) interface which is the case studied in the present Thesis. Once properly trained, the networks are able to produce, as output, any required number of energy points for accurate interpolations.

Educação básica para adultos

Revista da Faculdade de Ciências Sociais e Humanas, N.1(1980)

O centro de arte colecção Manuel de Brito - Génese, desenvolvimento e perspectivas de crescimento da instituição

Dissertação apresentada para cumprimento dos requisitos necessários à obtenção do grau de Mestre em Museologia

A new model for EEZ surveillance and management in Portugal

Management Information Systems 2000, p. 103-111

PRODUÇÃO E CARACTERIZAÇÃO DE ANTIGÉNIOS DE Fasciola gigantica E SUA AVALIAÇÃO NO IMUNODIAGNÓSTICO DE FASCIOLOSE

O diagnóstico da fasciolose é feito principalmente por métodos serológicos, devido ao polimorfismo do quadro clínico e à baixa sensibilidade dos métodos parasitológicos. Contudo, estes métodos apresentam algumas limitações, pelo que a melhoria dos testes imunológicos, nomeadamente, a utilização de antigénio homólogo, pode ser um factor relevante para a especificidade do diagnóstico. Este estudo teve como objectivo a produção e avaliação de antigénios total e deslipidizado de F. gigantica no imunodiagnóstico da fasciolose pelos métodos de Micro-ELISA e Western-blot, em comparação com os de F. hepatica. Foram analisados 111 soros de indivíduos cabo-verdianos e 67 de indivíduos residentes em Portugal, de ambos os sexos, com suspeita clínica de fasciolose. Os antigénios, total e deslipidizado, foram produzidos a partir de vermes adultos de F. gigantica recolhidos de bovinos na ilha de Santiago (Cabo Verde). Os antigénios totais das duas espécies de Fasciola apresentaram a mesma sensibilidade (100%), mas a especificidade foi superior para o antigénio total de F. gigantica (95,2%), na detecção de IgG. À semelhança dos antigénios totais, os deslipidizados demonstraram uma sensibilidade de 100%. Contudo, a especificidade foi superior (95,2%) quando se utilizou o antigénio deslipidizado de F. hepatica em relação à obtida com F. gigantica, cujo valor foi de 90,5%. Quanto à detecção de IgM anti-Fasciola, os valores de sensibilidade e especificidade foram de 97% e 90,5%, respectivamente, para os antigénios totais dos dois parasitas. Na pesquisa de IgM anti-parasita, as sensibilidades foram 94% e 83% para os antigénios deslipidizados de F. gigantica e F. hepatica, respectivamente, com uma especificidade de 90,5% para ambos os antigénios deslipidizados. No Immunobloting, a fracção antigénica de 24 kDa foi comum nas quatro preparações antigénicas, quer para IgM quer para IgG anti-Fasciola, pelo que a sua caracterização poderá ser relevante para o desenvolvimento de métodos com maior especificidade e reprodutibilidade, melhorando significativamente o diagnóstico. A banda de 26 kDa, presente apenas no antigénio total de F. gigantica, parece ser específica deste parasita. Este facto leva-nos a concluir que esta banda poderá ser objecto de mais estudos, no sentido de vir a ter-se um diagnóstico diferencial entre as duas espécies de Fasciola.

Reflexão sobre o lugar da antropo-ecologia no quadro das ciências humanas

pp. 111-119

Modernidade pós-modernidade e antropologia

pp. 111-144

Hymenoptera.

We present the fi rst review of Hymenoptera alien to Europe. Our study revealed that nearly 300 species of Hymenoptera belonging to 30 families have been introduced to Europe. In terms of alien species diversity within invertebrate orders, this result ranks Hymenoptera third following Coleoptera and Hemiptera. Two third of alien Hymenoptera are parasitoids or hyperparasitoids that were mostly introduced for biological control purposes. Only 35 phytophagous species, 47 predator species and 3 species of pollinators have been introduced. Six families of wasps (Aphelinidae, Encyrtidae, Eulophidae, Braconidae, Torymidae, Pteromalidae) represent together with ants (Formicidae) about 80% of the alien Hymenoptera introduced to Europe. Th e three most diverse families are Aphelinidae (60 species representing 32% of the Aphelinid European fauna), Encyrtidae (55) and Formicidae (42) while the Chalcidoidea together represents 2/3 of the total Hymenoptera species introduced to Europe. Th e fi rst two families are associated with mealybugs, a group that also included numerous aliens to Europe. In addition, they are numerous cases of Hymenoptera introduced from one part of Europe to another, especially from continental Europe to British Islands. Th ese introductions mostly concerned phytophagous or gall- maker species (76 %), less frequently parasitoids. Th e number of new records of alien Hymenoptera per year has shown an exponential increase during the last 200 years. Th e number of alien species introduced by year reached a maximum of 5 species per year between 1975 and 2000. North America provided the greatest part of the hymenopteran species alien to Europe (96 species, 35.3%), followed by Asia (84 species, 30.9%) and Africa (49 species, 18%). Th ree Mediterranean countries (only continental parts) hosted the largest number of alien Hymenoptera: Italy (144 spp.), France (111 spp.) and Spain (90 spp.) but no correlation was found with the area of countries. Intentional introduction, mostly for biological control, has been the main pathway of introduction for Hymenoptera. Consequently, the most invaded habitats are agricultural and horticultural as well as greenhouses. To the contrary, Hymenoptera alien in Europe are mostly associated with woodland and forest habitats. Ecological and economic impacts of alien Hymenoptera have been poorly studied. Ants have probably displaced native species and this is also true for introduced parasitoids that are suspected to displace native parasitoids by competition, but reliable examples are still scarce. Th e cost of these impacts has never been estimated.

Evolução recente da linha de costa entre a zona de Espinho e a zona de Esmoriz Aveiro). O contributo dos Sig's

Relatório de Estágio apresentado para cumprimento dos requisitos necessários à obtenção do grau de Mestre em Gestão de Território na Especialidade Ambiente e Recursos Naturais

Épica e guerra

Dizia Hegel, mergulhado no Volksgeist romântico, que a situação que mais convém à poesia épica é a que é caracterizada pelos «conflitos do estado de guerra» (1979, IV: 117). Hegel referia-se à luta travada entre «totalidades nacionais». Nem sempre foi assim. A Ilíada, fons et origo do epos ocidental, sobrepõe a iniciativa individual a qualquer autoridade centralizada. «They (the homeric characters) were egoists and individualists. An epic warrior must not be cribbed and cabined by responsibility to the common welfare; [...] bis greatness must arise from perfect freedom» (Routh 1971, I: 48). Segundo Wemer Jaeger, Tirteu, o poeta que cantou a areté espartana, «precisou apenas de transferir para a realidade das guerras messénicas o poderoso ethos que anima as cenas homéricas» (1979: 111). A vida acaba por imitar arte.

Pozzolanic components in lime mortars: correlating behaviour, composition and microstructure.

Int. J. for Restoration of Buildings and Monuments, vol.11, nº 2 (2005), p.111-118

Observation of 2p3d(¹P°)→1s3d(¹Dᵉ) Radiative Transition in He-like Si, S, and Cl Ions

APS, Journals Phys. Rev. Lett., Volume 111, Issue 24

Leptospirose humana na Província da Huíla: rastreio serológico e molecular de doentes assistidos no Hospital Central Dr. António Agostinho Neto, Lubango (Angola)

A Leptospirose é uma doença infecciosa causada por bactérias patogénicas do género Leptospira. Ocorre sobretudo nos países em desenvolvimento, em regiões tropicais e subtropicais. Nos últimos anos tem-se tornado um problema emergente de Saúde Pública, afectando uma grande diversidade de mamíferos (hospedeiros), incluindo os humanos. Actualmente observa-se um aumento do número de casos com alterações do padrão epidemiológico, assim como o ressurgimento de surtos epidémicos devido a alterações climáticas. No entanto, devido aos sintomas inespecíficos, o diagnóstico clínico é confundível com outras doenças e o laboratorial é difícil e dispendioso, requerendo recursos e técnicos especializados. Em Angola (Lubango), o diagnóstico laboratorial não é praticado devido à indisponibilidade de testes específicos, resultando no desconhecimento da sua prevalência. Assim, de modo, a determinar a sero-ocorrência da Leptospirose humana em doentes febris assistidos no Hospital Central do Lubango, contribuindo para: i) a possível inclusão desta doença no diagnóstico diferencial de doentes com síndromes febris indeterminados; e ii) implementar medidas de prevenção e controlo. Foram analisadas 300 amostras séricas obtidas em igual número de doentes febris que recorreram ao referido hospital, no período de Setembro a Dezembro de 2012, aos quais também se aplicou um inquérito clínico-epidemiológico. Foi realizada uma avaliação serológica usando a técnica de rastreio (MACROLepto), e a técnica de referência (Técnica de Aglutinação Microscópica; TAM). Para a análise molecular usou-se a Reacção em Cadeia de Polimerase (PCR), em soro utilizando primers baseados no gene hap1 (para leptospiras patogénicas). Os produtos amplificados foram sequenciados para determinação de espécies genómicas de Leptospira. A amostra populacional foi constituída por indivíduos do género masculino (111; 37%) e (189; 63%) do género feminino. A suspeita clínica de Leptospirose foi confirmada serologicamente pela TAM em (120+/300; 40%) dos doentes, e a análise por PCR foi positiva em (30+/193; 16%) das amostras analisadas. A sequenciação do DNA obtido permitiu identificar três espécies genómicas: L. borgpetersenii, L. interrogans e L. kirschneri. Os participantes no estudo foram distribuídos por grupos etários, e a média de idade foi de 30 anos, sendo os grupos (11-20 e 21- 30 anos) os mais representados, e o género feminino o mais afectado (61%). As principais manifestações clínicas foram a febre (91%), cefaleias (84%) e mialgias (59%). Em relação as variáveis de risco de infecção por Leptospira spp., verificou-se que a ausência de saneamento básico, exposição aos lixos, presença de roedores próximos das populações e o consumo de água não tratada, foram as situações mais referidas. O contacto com os roedores, seguido dos canídeos, foi referido por 97% e 41% dos doentes com resultado positivo. Quanto à proveniência, a maioria dos doentes veio de áreas suburbanas. No que respeita à ocupação destacaram-se as mulheres camponesas, estudantes e domésticas. Os soros com resultado positivo mostraram reactividade específica para leptospiras de 19 serogrupos (serovares) com maior destaque, Icterohaemorrhagiae (Copenhageni), Hebdomadis, Javanica (Poi) Australis (Bratislava) e Sejroe (Hardjobovis). O título mais elevado foi de 1:800 observado para os serovares Copenhageni, Ballum (Arborea), Panama e Pyrogenes. Os resultados obtidos mostraram que a Leptospirose está presente entre os doentes febris na província da Huíla, sendo importante incluir esta zoonose no diagnóstico diferencial e promover medidas de prevenção e controlo, especialmente nos grupos de risco agora identificados.