Face Recognition in the Scrambled Domain via Salience-Aware Ensembles of Many Kernels

With the rapid development of internet-of-things (IoT), face scrambling has been proposed for privacy protection during IoT-targeted image/video distribution. Consequently in these IoT applications, biometric verification needs to be carried out in the scrambled domain, presenting significant challenges in face recognition. Since face models become chaotic signals after scrambling/encryption, a typical solution is to utilize traditional data-driven face recognition algorithms. While chaotic pattern recognition is still a challenging task, in this paper we propose a new ensemble approach – Many-Kernel Random Discriminant Analysis (MK-RDA) to discover discriminative patterns from chaotic signals. We also incorporate a salience-aware strategy into the proposed ensemble method to handle chaotic facial patterns in the scrambled domain, where random selections of features are made on semantic components via salience modelling. In our experiments, the proposed MK-RDA was tested rigorously on three human face datasets: the ORL face dataset, the PIE face dataset and the PUBFIG wild face dataset. The experimental results successfully demonstrate that the proposed scheme can effectively handle chaotic signals and significantly improve the recognition accuracy, making our method a promising candidate for secure biometric verification in emerging IoT applications.

An optimized reverse-phase high performance liquid chromatographic method for evaluating percutaneous absorption of glucosamine hydrochloride

A relatively simple, selective, precise and accurate high performance liquid chromatography (HPLC) method based on a reaction of phenylisothiocyanate (PITC) with glucosamine (GL) in alkaline media was developed and validated to determine glucosamine hydrochloride permeating through human skin in vitro. It is usually problematic to develop an accurate assay for chemicals traversing skin because the excellent barrier properties of the tissue ensure that only low amounts of the material pass through the membrane and skin components may leach out of the tissue to interfere with the analysis. In addition, in the case of glucosamine hydrochloride, chemical instability adds further complexity to assay development. The assay, utilising the PITC-GL reaction was refined by optimizing the reaction temperature, reaction time and PITC concentration. The reaction produces a phenylthiocarbamyl-glucosamine (PTC-GL) adduct which was separated on a reverse-phase (RP) column packed with 5 microm ODS (C18) Hypersil particles using a diode array detector (DAD) at 245 nm. The mobile phase was methanol-water-glacial acetic acid (10:89.96:0.04 v/v/v, pH 3.5) delivered to the column at 1 ml min-1 and the column temperature was maintained at 30 degrees C. Galactosamine hydrochloride (Gal-HCl) was used as an internal standard. Using a saturated aqueous solution of glucosamine hydrochloride, in vitro permeation studies were performed at 32+/-1 degrees C over 48 h using human epidermal membranes prepared by a heat separation method and mounted in Franz-type diffusion cells with a diffusional area 2.15+/-0.1 cm2. The optimum derivatisation reaction conditions for reaction temperature, reaction time and PITC concentration were found to be 80 degrees C, 30 min and 1% v/v, respectively. PTC-Gal and GL adducts eluted at 8.9 and 9.7 min, respectively. The detector response was found to be linear in the concentration range 0-1000 microg ml-1. The assay was robust with intra- and inter-day precisions (described as a percentage of relative standard deviation, %R.S.D.) <12. Intra- and inter-day accuracy (as a percentage of the relative error, %RE) was <or=-5.60 and <or=-8.00, respectively. Using this assay, it was found that GL-HCl permeates through human skin with a flux 1.497+/-0.42 microg cm-2 h-1, a permeability coefficient of 5.66+/-1.6x10(-6) cm h-1 and with a lag time of 10.9+/-4.6 h.

Aß biology and its contribution to Alzheimer's disease

A doença de Alzheimer (DA) é uma desordem neurodegenerativa progressiva patologicamente caracterizada pela presença de placas de amilóide (placas senis) insolúveis e também pela presença de tranças neurofibrilhares,formadas pela proteína Tau hiperfosforiladada. O principal constituinte das placas senis é o peptídeo beta-amilóide (Ab), que deriva do processamento proteolítico da proteína precursora de amilóide de Alzheimer (APP). Embora Ab exista como um agregado pouco solúvel nas placas senis, ele é secretado pelas células como uma molécula solúvel. O Ab “per se” pode afectar o metabolismo da APP. Alguns autores sugerem que o Ab exerce o seu efeito alterando o processamento ou catabolismo da APP, outros sugerem que ele também induz a transcrição da APP, onde aumentando os níveis da APP pode estar a contribuir para a sua própria produção (mecanismo de “feedback” positivo). Assim sendo, torna-se difícil consolidar todas estas observações e identificar as potenciais funções fisiológicas do Ab “in vivo”, ou as consequências da sua produção. Neste trabalho caracterizaram-se os efeitos do Ab no metabolismo da APP. Os nossos estudos revelaram que um dos mecanismos induzidos pelo Ab é a acumulação intracelular do fragmento neuroprotector sAPP (isAPPa) em estruturas com características vesiculares associadas ao citosqueleto. Estudos adicionais em culturas primárias revelaram que o Ab estava a exercer o seu efeito ao nível da secreção vesicular, provavelmente interferindo com o transporte de APP/sAPP ao longo da rede do citosqueleto. Esta hipótese é sustentada pelo facto do Ab estar a afectar a estabilidade e a polimerização de proteínas envolvidas na dinâmica do citosqueleto. Contrariamente a publicações anteriores o Ab não induziu a transcrição da APP, na verdade em culturas primárias neuronais foi observado uma diminuição nos níveis de expressão da APP. Isto foi acompanhado por um aumento nos fragmentos C-terminais da APP (CTFs) e uma diminuição na localização nuclear do seu domínio intracelular (AICD), sugerindo alterações na sinalização nuclear da APP. O Ab pode afectar outras vias de sinalização, particularmente alterando o balanço entre as actividades das proteínas cinases e fosfatases, o que pode ter consequências para o desenvolvimento da doença. Os dados obtidos indicam que o Ab é capaz de inibir a actividade da proteína fosfatase1, a sua importância numa perspectiva de futuras terapias é discutida. Devido à relevância da agregação do Ab para a sua toxicidade, a formação de complexos com proteínas que promovem a sua desagregação/degradação e o seu efeito no processamento da APP foi avaliado. Na presença destes complexos observou-se uma reversão da acumulação isAPP, demonstrando o potencial terapêutico destas proteínas como moduladores do metabolismo da APP. Este trabalho permitiu compreender melhor os mecanismos envolvidos nos efeitos do Ab no processamento da APP e descobrir algumas moléculas que podem ser relevantes numa perspectiva de diagnóstico e terapia na DA.

Evolution and functional relevance of Ataxin-3 paralogues

O gene ataxin-3 (ATXN3; 14q32.1) codifica uma proteína expressa ubiquamente, envolvida na via ubiquitina-proteassoma e na repressão da transcrição. Grande relevância tem sido dada ao gene ATXN3 após a identificação de uma expansão (CAG)n na sua região codificante, responsável pela ataxia mais comum em todo o mundo, SCA3 ou doença de Machado-Joseph (DMJ). A DMJ é uma doença neurodegenerativa, autossómica dominante, de início tardio. O tamanho do alelo expandido explica apenas uma parte do pleomorfismo da doença, evidenciando a importância do estudo de outros modificadores. Em doenças de poliglutaminas (poliQ), a toxicidade é causada por um ganho de função da proteína expandida; no entanto, a proteína normal parece ser, também, um dos agentes modificadores da patogénese. O gene ATXN3 possui dois parálogos humanos gerados por retrotransposição: ataxin-3 like (ATXN3L) no cromossoma X, e LOC100132280, ainda não caracterizado, no cromossoma 8. Estudos in vitro evidenciaram a capacidade da ATXN3L para clivar cadeias de ubiquitina, sendo o seu domínio proteolítico mais eficiente do que o domínio da ATXN3 parental. O objetivo deste estudo foi explorar a origem e a evolução das retrocópias ATXN3L e LOC100132280 (aqui denominadas ATXN3L1 e ATXN3L2), assim como testar a relevância funcional de ambas através de abordagens evolutivas e funcionais. Deste modo, para estudar a divergência evolutiva dos páralogos do gene ATXN3: 1) analisaram-se as suas filogenias e estimou-se a data de origem dos eventos de retrotransposição; 2) avaliaram-se as pressões seletivas a que têm sido sujeitos os três parálogos, ao longo da evolução dos primatas; e 3) explorou-se a evolução das repetições CAG, localizadas em três contextos genómicos diferentes, provavelmente sujeitos a diferentes pressões seletivas. Finalmente, para o retrogene que conserva uma open reading frame (ORF) intacta, ATXN3L1, analisou-se, in silico, a conservação dos locais e domínios proteicos da putativa proteína. Ademais, para este retrogene, foi estudado o padrão de expressão de mRNA, através da realização de PCR de Transcriptase Reversa, em 16 tecidos humanos. Os resultados obtidos sugerem que dois eventos independentes de retrotransposição estiveram na origem dos retrogenes ATXN3L1 e ATXN3L2, tendo o primeiro ocorrido há cerca de 63 milhões de anos (Ma) e o segundo após a divisão Platirrínios-Catarrínios, há cerca de 35 Ma. Adicionalmente, outras retrocópias foram encontradas em primatas e outros mamíferos, correspondendo, no entanto, a eventos mais recentes e independentes de retrotransposição. A abordagem evolutiva mostrou a existência de algumas constrições selectivas associadas à evolução do gene ATXN3L1, à semelhança do que acontece com ATXN3. Por outro lado, ATXN3L2 adquiriu codões stop prematuros que, muito provavelmente, o tornaram num pseudogene processado. Os resultados da análise de expressão mostraram que o gene ATXN3L1 é transcrito, pelo menos, em testículo humano; no entanto, a optimização final da amplificação específica dos transcriptos ATXN3L1 permitirá confirmar se a expressão se estende a outros tecidos. Relativamente ao mecanismo de mutação inerente à repetição CAG, os dois parálogos mostraram diferentes padrões de evolução: a retrocópia ATXN3L1 é altamente interrompida e pouco polimórfica, enquanto a ATXN3L2 apresenta tratos puros de (CAG)n em algumas espécies e tratos hexanucleotídicos de CGGCAG no homem e no chimpanzé. A recente aquisição da repetição CGGCAG pode ter resultado de uma mutação inicial de CAG para CGG, seguida de instabilidade que proporcionou a expansão dos hexanucleótidos.Estudos futuros poderão ser realizados no sentido de confirmar o padrão de expressão do gene ATXN3L1 e de detetar proteína endógena in vivo. Adicionalmente, a caracterização da proteina ataxina-3 like 1 e dos seus interatores moleculares poderá povidenciar informação acerca da sua relevância no estado normal e patológico.

Modelling the Minho river plume intrusion into the rias baixas

The Minho River, situated 30 km south of the Rias Baixas is the most important freshwater source flowing into the Western Galician Coast (NW of the Iberian Peninsula). This discharge is important to determine the hydrological patterns adjacent to its mouth, particularly close to the Galician coastal region. The buoyancy generated by the Minho plume can flood the Rias Baixas for long periods, reversing the normal estuarine density gradients. Thus, it becomes important to analyse its dynamics as well as the thermohaline patterns of the areas affected by the freshwater spreading. Thus, the main aim of this work was to study the propagation of the Minho estuarine plume to the Rias Baixas, establishing the conditions in which this plume affects the circulation and hydrographic features of these coastal systems, through the development and application of the numerical model MOHID. For this purpose, the hydrographic features of the Rias Baixas mouths were studied. It was observed that at the northern mouths, due to their shallowness, the heat fluxes between the atmosphere and ocean are the major forcing, influencing the water temperature, while at the southern mouths the influence of the upwelling events and the Minho River discharge were more frequent. The salinity increases from south to north, revealing that the observed low values may be caused by the Minho River freshwater discharge. An assessment of wind data along the Galician coast was carried out, in order to evaluate the applicability of the study to the dispersal of the Minho estuarine plume. Firstly, a comparative analysis between winds obtained from land meteorological stations and offshore QuikSCAT satellite were performed. This comparison revealed that satellite data constitute a good approach to study wind induced coastal phenomena. However, since the numerical model MOHID requires wind data with high spatial and temporal resolution close to the coast, results of the forecasted model WRF were added to the previous study. The analyses revealed that the WRF model data is a consistent tool to obtain representative wind data near the coast, showing good results when comparing with in situ wind observations from oceanographic buoys. To study the influence of the Minho buoyant discharge influence on the Rias Baixas, a set of three one-way nested models was developed and implemented, using the numerical model MOHID. The first model domain is a barotropic model and includes the whole Iberian Peninsula coast. The second and third domains are baroclinic models, where the second domain is a coarse representation of the Rias Baixas and adjacent coastal area, while the third includes the same area with a higher resolution. A bi-dimensional model was also implemented in the Minho estuary, in order to quantify the flow (and its properties) that the estuary injects into the ocean. The chosen period for the Minho estuarine plume propagation validation was the spring of 1998, since a high Minho River discharge was reported, as well as favourable wind patterns to advect the estuarine plume towards the Rias Baixas, and there was field data available to compare with the model predictions. The obtained results show that the adopted nesting methodology was successful implemented. Model predictions reproduce accurately the hydrodynamics and thermohaline patterns on the Minho estuary and Rias Baixas. The importance of the Minho river discharge and the wind forcing in the event of May 1998 was also studied. The model results showed that a continuous moderate Minho River discharge combined with southerly winds is enough to reverse the Rias Baixas circulation pattern, reducing the importance of the occurrence of specific events of high runoff values. The conditions in which the estuarine plume Minho affects circulation and hydrography of the Rias Baixas were evaluated. The numerical results revealed that the Minho estuarine plume responds rapidly to wind variations and is also influenced by the bathymetry and morphology of the coastline. Without wind forcing, the plume expands offshore, creating a bulge in front of the river mouth. When the wind blows southwards, the main feature is the offshore extension of the plume. Otherwise, northward wind spreads the river plume towards the Rias Baixas. The plume is confined close to the coast, reaching the Rias Baixas after 1.5 days. However, for Minho River discharges higher than 800 m3 s-1, the Minho estuarine plume reverses the circulation patterns in the Rias Baixas. It was also observed that the wind stress and Minho River discharge are the most important factors influencing the size and shape of the Minho estuarine plume. Under the same conditions, the water exchange between Rias Baixas was analysed following the trajectories particles released close to the Minho River mouth. Over 5 days, under Minho River discharges higher than 2100 m3 s-1 combined with southerly winds of 6 m s-1, an intense water exchange between Rias was observed. However, only 20% of the particles found in Ria de Pontevedra come directly from the Minho River. In summary, the model application developed in this study contributed to the characterization and understanding of the influence of the Minho River on the Rias Baixas circulation and hydrography, highlighting that this methodology can be replicated to other coastal systems.

A frequency-domain receiver for asynchronous systems employing CP-assisted DS-CDMA schemes

In this paper we consider the uplink transmission within CP-assisted (Cyclic Pre¯x) DS-CDMA (Direct Sequence Code Division Multiple Access) systems and we present a frequency-domain MUD (MultiUser Detection) receiver with iterative estimation and compensation of residual frequency errors. The proposed receiver is suitable for broadband wireless systems, with performances that can be close to the single-user MFB (Matched Filter Bound), even for fully loaded systems and/or in the presence of strong interfering signals. The receiver is powerful enough for typical asynchronous scenarios, requiring only a coarse synchronization between users.

Frequency- domain multiuser detection for highly overloaded DS-CDMA systems

A DS-CDMA (Direct Sequence-Coded Division Multiple Access) system has maximum spectral efficiency if the system is fully loaded (i.e., the number of users is equal to the spreading factor) and we employ signals with bandwidth equal to the chip rate. However, due to implementation constraints we need to employ signals with higher bandwidth, decreasing the system’s spectral efficiency. In this paper we consider prefixassisted DS-CDMA systems with bandwidth that can be significantly above the chip rate. To allow high spectral efficiency we consider highly overloaded systems where the number of users can be twice the spreading factor or even more. To cope with the strong interference levels we present an iterative frequencydomain receiver that takes full advantage of the total bandwidth of the transmitted signals. Our performance results show that the proposed receiver can have excellent performance, even for highly overloaded systems. Moreover, the overall system performance can be close to the maximum theoretical spectral efficiency, even with transmitted signals that have bandwidth significantly above the chip rate.

Ligand binding and signalling pathways of PTH receptors in sea bream (Sparus auratus) enterocytes

Whole animal studies have indicated that Ca2+ uptake by the gastrointestinal tract is regulated by the action of parathyroid hormone-related peptide (PTHrP) in teleost fish. We have characterised PTH receptors (PTHR) in piscine enterocytes and established, by using aminoterminal PTHrP peptides, the amino acid residues important for receptor activation and for stabilising the ligand/receptor complex. Ligand binding of 125I-(1–35tyr) PTHrP to the membrane fraction of isolated sea bream enterocytes revealed the existence of a single saturable high-affinity receptor (KD=2.59 nM; Bmax=71 fmol/mg protein). Reverse transcription/polymerase chain reaction with specific primers for sea bream PTH1R and PTH3R confirmed the mRNA expression of only the later receptor. Fugu (1–34) PTHrP increased cAMP levels in enterocytes but had no effect on total inositol phosphate accumulation. The aminoterminal peptides (2–34)PTHrP, (3–34)PTHrP and (7–34) PTHrP bound efficiently to the receptor but were severely defective in stimulating cAMP in enterocyte cells indicating that the first six residues of piscine (1–34)PTHrP, although not important for receptor binding, are essential for activation of the adenylate cyclase/phosphokinase A (AC-PKA)-receptor-coupled intracellular signalling pathway. Therefore, PTHrP in teleosts acts on the gastrointestinal tract through PTH3R and the AC-PKA intracellular signalling pathway and might regulate Ca2+ uptake at this site. Ligand-receptor binding and activity throughout the vertebrates appears to be allocated to the same amino acid residues of the amino-terminal domain of the PTHrP molecule.

Role of Automated Open Source Systems in the Intelligence Analysis of a High-Level Domain Expert

Open-domain web-based multiple document : question answering for list questions with support for temporal restrictors

Tese de doutoramento, Informática (Ciências da Computação), Universidade de Lisboa, Faculdade de Ciências, 2015

RT-Bst: an integrated approach for reverse transcription and enrichment of cDNA from viral RNA

The synthesis of cDNA from RNA is challenging due to the inefficiency of reverse transcription (RT). In order to address this, a method was developed known as RT-Bst for sequential RT of RNA and Bst DNA polymerase amplification for enrichment of cDNA in a single tube reaction. Using genomic RNA from bacteriophage MS2, the yield of cDNA produced by RT alone and RT-Bst were compared by analysis of PCR-amplified products. Using random primers a superior performance was observed when amplifying MS2 RNA following RT-Bst compared to RT alone, indicating that greater quantities of cDNA were present after RT-Bst. RT-Bst was also compared with RT alone for their relative ability to produce sufficient cDNA to amplify 8 target regions spanning the respiratory syncytial virus (RSV) genome. Six out of 8 targets were amplified consistently by PCR subsequent to RT-Bst amplification whereas only 3 out of 8 targets could be amplified after RT alone. RSV sequences were selectively amplified using RSV specific primers from a mixed template containing an excess of MS2 RNA in a RT-Bst reaction without amplifying MS2 sequences. This suggests that RT-Bst can be used to amplify RNA sequences non-specifically using random primers and specifically using sequence specific primers and enhances the yield of cDNA when compared to RT alone.

The N-terminal domain modulates α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid (AMPA) receptor desensitization

AMPA receptors are tetrameric glutamate-gated ion channels that mediate fast synaptic neurotransmission in mammalian brain. Their subunits contain a two-lobed N-terminal domain (NTD) that comprises over 40% of the mature polypeptide. The NTD is not obligatory for the assembly of tetrameric receptors, and its functional role is still unclear. By analyzing full-length and NTD-deleted GluA1-4 AMPA receptors expressed in HEK 293 cells, we found that the removal of the NTD leads to a significant reduction in receptor transport to the plasma membrane, a higher steady state-to-peak current ratio of glutamate responses, and strongly increased sensitivity to glutamate toxicity in cell culture. Further analyses showed that NTD-deleted receptors display both a slower onset of desensitization and a faster recovery from desensitization of agonist responses. Our results indicate that the NTD promotes the biosynthetic maturation of AMPA receptors and, for membrane-expressed channels, enhances the stability of the desensitized state. Moreover, these findings suggest that interactions of the NTD with extracellular/synaptic ligands may be able to fine-tune AMPA receptor-mediated responses, in analogy with the allosteric regulatory role demonstrated for the NTD of NMDA receptors.

Analysis of the domain of applicability of an algorithm for a resources system selection problem for Distributed/Agile/Virtual Enterprises integration

The process of resources systems selection takes an important part in Distributed/Agile/Virtual Enterprises (D/A/V Es) integration. However, the resources systems selection is still a difficult matter to solve in a D/A/VE, as it is pointed out in this paper. Globally, we can say that the selection problem has been equated from different aspects, originating different kinds of models/algorithms to solve it. In order to assist the development of a web prototype tool (broker tool), intelligent and flexible, that integrates all the selection model activities and tools, and with the capacity to adequate to each D/A/V E project or instance (this is the major goal of our final project), we intend in this paper to show: a formulation of a kind of resources selection problem and the limitations of the algorithms proposed to solve it. We formulate a particular case of the problem as an integer programming, which is solved using simplex and branch and bound algorithms, and identify their performance limitations (in terms of processing time) based on simulation results. These limitations depend on the number of processing tasks and on the number of pre-selected resources per processing tasks, defining the domain of applicability of the algorithms for the problem studied. The limitations detected open the necessity of the application of other kind of algorithms (approximate solution algorithms) outside the domain of applicability founded for the algorithms simulated. However, for a broker tool it is very important the knowledge of algorithms limitations, in order to, based on problem features, develop and select the most suitable algorithm that guarantees a good performance.

Strength improvement of adhesively-bonded joints using a reverse-bent geometry

Adhesive bonding of components has become more efficient in recent years due to the developments in adhesive technology, which has resulted in higher peel and shear strengths, and also in allowable ductility up to failure. As a result, fastening and riveting methods are being progressively replaced by adhesive bonding, allowing a big step towards stronger and lighter unions. However, single-lap bonded joints still generate substantial peel and shear stress concentrations at the overlap edges that can be harmful to the structure, especially when using brittle adhesives that do not allow plasticization in these regions. In this work, a numerical and experimental study is performed to evaluate the feasibility of bending the adherends at the ends of the overlap for the strength improvement of single-lap aluminium joints bonded with a brittle and a ductile adhesive. Different combinations of joint eccentricity were tested, including absence of eccentricity, allowing the optimization of the joint. A Finite Element stress and failure analysis in ABAQUS® was also carried out to provide a better understanding of the bent configuration. Results showed a major advantage of using the proposed modification for the brittle adhesive, but the joints with the ductile adhesive were not much affected by the bending technique.