Modelling of a wastewater treatment plant using GPS-X

Dissertation to obtain the degree of Master in Chemical and Biochemical Engineering

Complex networks and data mining: toward a new perspective for the understanding of complex systems

Complex systems, i.e. systems composed of a large set of elements interacting in a non-linear way, are constantly found all around us. In the last decades, different approaches have been proposed toward their understanding, one of the most interesting being the Complex Network perspective. This legacy of the 18th century mathematical concepts proposed by Leonhard Euler is still current, and more and more relevant in real-world problems. In recent years, it has been demonstrated that network-based representations can yield relevant knowledge about complex systems. In spite of that, several problems have been detected, mainly related to the degree of subjectivity involved in the creation and evaluation of such network structures. In this Thesis, we propose addressing these problems by means of different data mining techniques, thus obtaining a novel hybrid approximation intermingling complex networks and data mining. Results indicate that such techniques can be effectively used to i) enable the creation of novel network representations, ii) reduce the dimensionality of analyzed systems by pre-selecting the most important elements, iii) describe complex networks, and iv) assist in the analysis of different network topologies. The soundness of such approach is validated through different validation cases drawn from actual biomedical problems, e.g. the diagnosis of cancer from tissue analysis, or the study of the dynamics of the brain under different neurological disorders.

Transcriptional regulation of the mannosyltransferase-encoding gene pigm in inherited glycosylphosphatidylinositol (GPI) deficiency

RESUMO:O glicosilfosfatidilinositol (GPI) é um complexo glicolipídico utlizado por dezenas de proteínas, o qual medeia a sua ancoragem à superfície da célula. Proteínas de superfície celular ancoradas a GPI apresentam várias funções essenciais para a manutenção celular. A deficiência na síntese de GPI é o que caracteriza principalmente a deficiência hereditária em GPI, um grupo de doenças autossómicas raras que resultam de mutações nos genes PIGA, PIGL, PIGM, PIGV, PIGN, PIGO e PIGT, os quais sao indispensáveis para a biossíntese do GPI. Uma mutação pontual no motivo rico em GC -270 no promotor de PIGM impede a ligação do factor de transcrição (FT) Sp1 à sua sequência de reconhecimento, impondo a compactação da cromatina, associada à hipoacetilação de histonas, e consequentemente, impedindo a transcrição de PIGM. Desta forma, a adição da primeira manose ao GPI é comprometida, a síntese de GPI diminui assim como as proteínas ligadas a GPI à superficie das células. Pacientes com Deficiência Hereditária em GPI-associada a PIGM apresentam trombose e epilesia, e ausência de hemólise intravascular e anemia, sendo que estas duas últimas características definem a Hemoglobinúria Paroxística Nocturna (HPN), uma doença rara causada por mutações no gene PIGA. Embora a mutação que causa IGD seja constitutiva e esteja presente em todos os tecidos, o grau de deficiência em GPI varia entre células do mesmo tecido e entre células de tecidos diferentes. Por exemplo nos granulócitos e linfócitos B a deficiência em GPI é muito acentuada mas nos linfócitos T, fibroblastos, plaquetas e eritrócitos é aproximadamente normal, daí a ausência de hemólise intravascular. Os eventos transcricionais que estão na base da expressão diferencial da âncora GPI nas células hematopoiéticas são desconhecidos e constituem o objectivo geral desta tese. Em primeiro lugar, os resultados demonstraram que os níveis de PIGM mRNA variam entre células primárias hematopoiéticas normais. Adicionalmente, a configuração dos nucleossomas no promotor de PIGM é mais compacta em células B do que em células eritróides e tal está correlacionado com os níveis de expressão de PIGM, isto é, inferior nas células B. A presença de vários motivos de ligação para o FT específico da linhagem megacariocítica-eritróide GATA-1 no promotor de PIGM sugeriu que GATA-1 desempenha um papel regulador na sua transcrição. Os resultados mostraram que muito possivelmente GATA-1 desempenha um papel repressor em vez de activador da expressão de PIGM. Resultados preliminares sugerem que KLF1, um factor de transcrição restritamente eritróide, regula a transcrição de PIGM independentemente do motivo -270GC. Em segundo lugar, a investigação do papel dos FTs Sp demonstrou que Sp1 medeia directamente a transcrição de PIGM em ambas as células B e eritróide. Curiosamente, ao contrário do que acontece nas células B, em que a transcrição de PIGM requer a ligação do FT geral Sp1 ao motivo -270GC, nas células eritróides Sp1 regula a transcrição de PIGM ao ligar-se a montante e não ao motivo -270GC. Para além disso, demonstrou-se que Sp2 não é um regulador directo da transcrição de PIGM quer nas células B quer nas células eritróides. Estes resultados explicam a ausência de hemólise intravascular nos doentes com IGD associada a PIGM, uma das principais características que define a HPN. Por último, resultados preliminares mostraram que a repressão da transcrição de PIGM devida à mutação patogénica -270C>G está associada com a diminuição da frequência de interacções genómicas em cis entre PIGM e os seus genes “vizinhos”, sugerindo adicionalmente que a regulação de PIGM e desses genes é partilhada. No seu conjunto, os resultados apresentados nesta tese contribuem para o conhecimento do controlo transcricional de um gene housekeeping, específico-detecido, por meio de FTs genéricos e específicos de linhagem.-------------ABSTRACTC: Glycosylphosphatidylinositol (GPI) is a complex glycolipid used by dozens of proteins for cell surface anchoring. GPI-anchored proteins have various functions that are essential for the cellular maintenance. Defective GPI biosynthesis is the hallmark of inherited GPI deficiency (IGD), a group of rare autosomal diseases caused by mutations in PIGA, PIGL, PIGM, PIGV, PIGN, PIGO and PIGT, all genes indispensable for GPI biosynthesis. A point mutation in the -270GC-rich box in the core promoter of PIGM disrupts binding of the transcription factor (TF) Sp1 to it, imposing nucleosome compaction associated with histone hypoacetylation, thus abrogating transcription of PIGM. As a consequence of PIGM transcriptional repression, addition of the first mannose residue onto the GPI core and thus GPI production are impaired; and expression of GPI-anchored proteins on the surface of cells is severely impaired. Patients with PIGM-associated IGD suffer from life-threatening thrombosis and epilepsy but not intravascular haemolysis and anaemia, two defining features of paroxysmal nocturnal haemoglobinuria (PNH), a rare disease caused by somatic mutations in PIGA. Although the disease-causing mutation in IGD is constitutional and present in all tissues, the degree of GPI deficiency is variable and differs between cells of the same and of different tissues. Accordingly, GPI deficiency is severe in granulocytes and B cells but mild in T cells, fibroblasts, platelets and erythrocytes, hence the lack of intravascular haemolysis.The transcriptional events underlying differential expression of GPI in the haematopoietic cells of PIG-M-associated IGD are not known and constitute the general aim of this thesis. Firstly, I found that PIGM mRNA levels are variable amongst normal primary haematopoietic cells. In addition, the nucleosome configuration in the promoter of PIGM is more compacted in B cells than in erythroid cells and this correlated with the levels of PIGM mRNA expression, i.e., lower in B cells. The presence of several binding sites for GATA-1, a mega-erythroid lineage-specific transcription factor (TF), at the PIGM promoter suggested that GATA-1 has a role on PIGM transcription. My results showed that GATA-1 in erythroid cells is most likely a repressor rather than an activator of PIGM expression. Preliminary data suggested that KLF1, an erythroid-specific TF, regulates PIGM transcription but independently of the -270GC motif. Secondly, investigation of the role of the Sp TFs showed that Sp1 directly mediates PIGM transcriptional regulation in both B and erythroid cells. However, unlike in B cells in which active PIGM transcription requires binding of the generic TF Sp1 to the -270GC-rich box, in erythroid cells, Sp1 regulates PIGM transcription by binding upstream of but not to the -270GC-rich motif. Additionally, I showed that Sp2 is not a direct regulator of PIGM transcription in B and erythroid cells. These findings explain lack of intravascular haemolysis in PIGM-associated IGD, a defining feature of PNH. Lastly, preliminary work shows that transcriptional repression of PIG-M by the pathogenic -270C>G mutation is associated with reduced frequency of in cis genomic interactions between PIGM and its neighbouring genes, suggesting a shared regulatory link between these genes and PIGM. Altogether, the results presented in this thesis provide novel insights into tissuespecific transcriptional control of a housekeeping gene by lineage-specific and generic TFs.

Mechanical characterization of aortas using 2D ultrasound elastography

Rupture of aortic aneurysms (AA) is a major cause of death in the Western world. Currently, clinical decision upon surgical intervention is based on the diameter of the aneurysm. However, this method is not fully adequate. Noninvasive assessment of the elastic properties of the arterial wall can be a better predictor for AA growth and rupture risk. The purpose of this study is to estimate mechanical properties of the aortic wall using in vitro inflation testing and 2D ultrasound (US) elastography, and investigate the performance of the proposed methodology for physiological conditions. Two different inflation experiments were performed on twelve porcine aortas: 1) a static experiment for a large pressure range (0 – 140 mmHg); 2) a dynamic experiment closely mimicking the in vivo hemodynamics at physiological pressures (70 – 130 mmHg). 2D raw radiofrequency (RF) US datasets were acquired for one longitudinal and two cross-sectional imaging planes, for both experiments. The RF-data were manually segmented and a 2D vessel wall displacement tracking algorithm was applied to obtain the aortic diameter–time behavior. The shear modulus G was estimated assuming a Neo-Hookean material model. In addition, an incremental study based on the static data was performed to: 1) investigate the changes in G for increasing mean arterial pressure (MAP), for a certain pressure difference (30, 40, 50 and 60 mmHg); 2) compare the results with those from the dynamic experiment, for the same pressure range. The resulting shear modulus G was 94 ± 16 kPa for the static experiment, which is in agreement with literature. A linear dependency on MAP was found for G, yet the effect of the pressure difference was negligible. The dynamic data revealed a G of 250 ± 20 kPa. For the same pressure range, the incremental shear modulus (Ginc) was 240 ± 39 kPa, which is in agreement with the former. In general, for all experiments, no significant differences in the values of G were found between different image planes. This study shows that 2D US elastography of aortas during inflation testing is feasible under controlled and physiological circumstances. In future studies, the in vivo, dynamic experiment should be repeated for a range of MAPs and pathological vessels should be examined. Furthermore, the use of more complex material models needs to be considered to describe the non-linear behavior of the vascular tissue.

Influence of the molecular weight in mechanical properties and degradation kinetics of chitosan inverted colloidal crystals

Tissue engineering arises from the need to regenerate organs and tissues, requiring the development of scaffolds, which can provide an optimum environment for tissue growth. In this work, chitosan with different molecular weights was used to develop biodegradable 3D inverted colloidal crystals (ICC) structures for bone regeneration, exhibiting uniform pore size and interconnected network. Moreover, in vitro tests were conducted by studying the influence of the molecular weight in the degradation kinetics and mechanical properties. The production of ICC included four major stages: fabrication of microspheres; assembly into a cohesive structure, polymeric solution infiltration and microsphere removal. Chitosan’s degree of deacetylation was determined by infrared spectroscopy and molecular weight was obtained via capillary viscometry. In order to understand the effect of the molecular weight in ICC structures, the mass loss and mechanical properties were analyzed after degradation with lysozyme. Structure morphology observation before and after degradation was performed by scanning electron microscopy. Cellular adhesion and proliferation tests were carried out to evaluate ICC in vitro response. Overall, medium molecular weight ICC revealed the best balance in terms of mechanical properties, degradation rate, morphology and biological behaviour.

Determinants of reelection in Portuguese municipal elections

This Work Project investigates the determinants of reelection using data on the 278 Portuguese mainland municipalities for the period 1976-2009. We implement a logit fixed effect model to control for the municipalities’ unobserved characteristics that remain constant over time. Political variables, such as the vote share of the incumbent’s party in previous election, the number of mayor’s consecutive mandates and abstention rate, are found to be relevant in explaining incumbent’s reelection. Moreover, as to the mayor’s individual characteristics, age and education contribute to explain reelection prospects. We also provide weak evidence that a higher degree of fiscal autonomy increases political turnover and that the good economic prospects of the municipality positively affect reelection. Finally, the residents’ level of education and the size of the municipal population have an explanatory power on mayor’s reelection. We perform several robustness checks to confirm these results.

Assessing the community needs of mental health residential care service users in Republic of Moldova

RESUMO: Background: Problemas de saúde mental são um grande problema clínico e social na República da Moldávia, representando uma quota significante de deficiência, sendo classificada no top cinco das dez linhas na hierarquia das condições. A taxa de incidência tem sido crescente na República da Moldávia, atingindo cerca de 15.000 por ano (14,655 em 2011), ou seja, 411,4 por 100 mil habitantes, e uma taxa de prevalência de 97.525 pessoas em 2011, ou seja, 2,737.9 por 100 mil habitantes. Sistema de atendimento psiquiátrico fornece serviços de saúde mental escassos a nível da comunidade, visando principalmente terapia hospitalar, centralizada, através de uma rede de três hospitais psiquiátricos, com 1.860 camas e 4 sanatórios psico- neurológicos com 1890 camas, assim alimentando-se a estigmatização do paciente. Objetivos: O objetivo deste estudo foi a avaliação das necessidades individuais dos beneficiários e do seu nível de autonomia dentro de cuidados residenciais, para o planeamento de reformas de saúde mental e desinstitucionalização na República da Moldávia. Este estudo foi encomendado pelo Ministério do Trabalho, Proteção Social e da Família e pelo Ministério da Saúde, com o apoio da Organização Mundial da Saúde, para determinar o cumprimento eficaz do artigo 19 da Convenção da ONU. O estudo tem os seguintes objetivos: Avaliar o nível de autonomia dos residentes nos hospitais psiquiátricos e sanatórios psico-neurológico, usando uma amostra representativa de 10 por ce nto do número total de pacientes/residentes e comparação cruzada; Para avaliar quatro sanatórios psico-neurológicos para adultos e três hospitais psiquiátricos; Para desenvolver recomendações para o planeamento da desinstitucionalização das pessoas com problemas de saúde mental e colocação na comunidade com base nos resultados do estudo. Metodologia e resultados: O estudo fez uso de duas ferramentas globais: questionário para a avaliação individual dos residentes do estabelecimento de saúde mental, e questionário de avaliação institucional. Todos os entrevistados foram divididos em quatro categorias conforme com o grau de dependência e preparação de viver de forma independente na comunidade. Apenas 1,2% dos entrevistados de PNHB eram totalmente dependentes de terceiros ou serviços especializados, tornando-se a categoria 4, que necessitam de cuidados e apoio contínuo. No PH esta categoria de pessoas é ausente. Conclusões: A condição dos entrevistados foi pior em PNBH que em PH. No entanto, ainda, aqueles que estão prontos para ser desinstitucionalizados correspondem com a maior parte dos entrevistados. Todos os hospitais tinham o consentimento do utente para admissão e tratamento, enquanto não houve consentimento qualquer em PNBH. É bastante óbvio que tanto os hospitais como também a sistema de assistência residencial não atingem a sua finalidade, o que significa que a maioria dos utentes pode ser desinstitucionalizados, sem qualquer terapia de suporte.------------------ABSTRACT: Background: Mental health problems are a major clinical and social issue in the Republic of Moldova,accounting for a significant share of disability and ranking in top five of the ten lines in the hierarchy of conditions. The incidence rate has been growing in the Republic of Moldova to reach approximately 15 thousand a year (14,655 in 2011), i.e. 411.4 per 100 thousand population, and a prevalence rate of 97,525 thousand people in 2011, i.e. 2,737.9 per 100 thousand population. Psychiatric care system provides for scanty mental health services at community level, aiming mainly at centralized hospital-based therapy through a network of three psychiatric hospitals tallying up 1,860 beds and 4 psycho-neurological boarding houses with 1,890 beds, thus fuelling up patient stigmatization. Objectives: The purpose of this study was to assess the individual needs of beneficiaries and their level of autonomy within residential care for the planning of mental health system reforms and deinstitutionalization in the Republic of Moldova. This study was commissioned by the Ministry of Labour, Social Protection and Family and by the Ministry of Health, with the World Health Organization support, to provide for effective enforcement of article 19 of the UN CRPD. The study pursued the following goals: To evaluate the level of autonomy of the psychiatric hospital and psycho-neurological boarding house residents by using a representative sample of 10 per cent of the total number of patients / residents and cross-comparison; To evaluate four psycho-neurological boarding houses for adults and three psychiatric hospitals; To develop recommendations for planning the deinstitutionalization of people with mental health problems and community placement based on the study findings.Methodology and results: The study made use of two global tools: questionnaire for individual assessment of mental health facility residents, and institutional assessment questionnaire. All interviewees were divided into four categories by one’s degree of dependence and readiness to live independently in the community. Only 1.2% of respondents from PNHB were fully dependent on a third party or specialized services, making up category 4, requiring continuous care and support. In PH this category of people is absent.Conclusions: The condition of respondents was worse in PNBH than in PH. However, yet, those ready to be deinstitutionalized accounted for most of respondents there. All hospitals had the resident’s consent to admission and treatment, whereas there was no consent in PNBH whatsoever. It is quite obvious that both the hospitals and residential care system do not achieve their intended purpose, meaning that the majority of residents may be deinstitutionalized without any support therapy.

Portuguese commercial banking: An assessment of competition in the 1960-2013 period

Strong consolidation is one of the most evident developments of banking markets around the world in recent decades. This change is raising questions on how and to what an extent competition is affected by the expansion of the largest banks. The aim of the present study is to measure the degree of competition in the Portuguese commercial banking market in the long-run, during the period ranging from1960 to 2013, by using the non-structural model developed by Panzar and Rosse. The main findings are that the Portuguese banking system, despite the legal restrictions in place, operated mostly in a market with some degree of competition and, at some points in time, presented some interesting competitive features. More recently, it has evolved into functioning as a cartel.

Cerebral vasculopathy in children with sickle cell disease A study of genetic modulators of the disease

Sickle cell disease (SCD) is a genetic disorder with recessive transmission, caused by the mutation HBB:c.20A>T. It originates hemoglobin S that forms polymers inside the erythrocyte, upon deoxygenation, deforming it and ultimately leading to premature hemolysis. The disease presents with high heterogeneity of clinical manifestations, the most devastating of which, ischemic stroke, occurs in 11% of patients until 20 years of age. In this study, we tried to identify genetic modifiers of risk and episodes of stroke by studying 66 children with SCD, grouped according to the degree of cerebral vasculopathy (Stroke, Risk and Control). Association studies were performed between the three phenotypic groups and hematological and biochemical parameters of patients, as well as with 23 polymorphic regions in genes related to vascular cell adhesion (VCAM-1, THBS-1 and CD36), vascular tonus (NOS3 and ET-1) and inflammation (TNF-α and HMOX-1). Relevant data was collected from patient’s medical records. Known genetic modulators of SCD (beta-globin cluster haplotype and HBA and BCL11A genotypes) and putative genetic modifiers of cerebral vasculopathy were characterized. Differences in their distribution among groups were assessed. VCAM-1 rs1409419 allele C and NOS3 rs207044 allele C were associated to stroke events, while VCAM-1 rs1409419 allele T was found to be protective. Alleles 4a and 4b of NOS3 27 bp VNTR appeared to be respectively associated to stroke risk and protection. HMOX-1 longer STRs seemed to predispose to stroke. Higher hemoglobin F levels were found in Control group, as a result of Senegal haplotype or of BCL11A rs11886868 allele T, and higher lactate dehydrogenase levels, marker of hemolysis, were found in Risk group. Molecular mechanisms underlying the modifier functions of the relevant genetic variants are discussed.

A behavioral perspective on the effects of using performance measurement systems in the companies: Evidence from a case study

The effects of PMSs on the people’s behaviour represent a high degree of relevance in the context of an organization performance and success. Thus, motivational and behavioural consequences of performance measurements are far from being totally understood (Franco-Santos et al., 2012). This work project (WP) purposes going further regarding the consequences/effects on people’s behaviour of using PMSs in organizations. The researcher conducted 11 interviews to managers during a nine-month internship as a controller in a Portuguese multi-national company. The evidence from this WP suggests that the way how managers understand a PMS determines a lot the way how they behave. Data also supports that PMSs influences in several ways motivation, perceptions, participation and job-related stress of managers.

Anatomy of the portuguese stock market risk and return in the 1977-2012 period

This paper analyses the Portuguese stock market since it reopened in 1977, with a special focus on the evolution of the statistic and stochastic characteristics of the market return throughout this 36 year period. The market return for the period of time between 1977 and 2012 (September 28th) is estimated and then compared with the return that would have been achieved with Government bonds and treasury bills, which allows us to confirm that the hierarchy of return / risk across the different financial instruments is verified. The market risk premium for this 36 year period is also estimated and a comparison with other markets is performed, suggesting that the Portuguese market’s risk has not been compensated by an adequate return. The study also examines the evolution of the Portuguese market’s volatility in the 1977-2012 period and compares it with other markets, showing the existence of extremely high peaks during the first 11 years, but indicating a downwards trend throughout the whole period under analysis. Finally, the correlation between market returns for Portugal and for other countries and the degree of integration are estimated and their evolution throughout time is assessed, leading to the conclusion that the performance of the Portuguese stock market has become increasingly correlated with major European markets – correlation with some markets close to 0.70 from 2000 onwards-, but that country-specific risk factors are still relevant.

Return on assets in the Tobacco Industry analysis of the four main Tobacco Manufacturers

This paper studies operating profitability drivers in the Four Main Tobacco Manufacturers for the period 2004-2014. The operating profitability is analyzed as return on assets (ROA) based on the DuPont Extended Model breakdown in degree of operational risk, gross sales margin and assets turnover. The sources of ROA are market share and price strategies appraised through the drivers: firm-size, global value and strategic choices. Using consolidated data, results suggest that firm-size and global value holds a positive relationship with ROA. Also innovation through less harmful tobacco products can lead to better ROA despite no correlation between R&D and ROA.