Development of process control strategies exploiting knowledge from systems biology: application to MDCK suspension cells

Madine Darby Canine Kidney (MDCK) cell lines have been extensively evaluated for their potential as host cells for influenza vaccine production. Recent studies allowed the cultivation of these cells in a fully defined medium and in suspension. However, reaching high cell densities in animal cell cultures still remains a challenge. To address this shortcoming, a combined methodology allied with knowledge from systems biology was reported to study the impact of the cell environment on the flux distribution. An optimization of the medium composition was proposed for both a batch and a continuous system in order to reach higher cell densities. To obtain insight into the metabolic activity of these cells, a detailed metabolic model previously developed by Wahl A. et. al was used. The experimental data of four cultivations of MDCK suspension cells, grown under different conditions and used in this work came from the Max Planck Institute, Magdeburg, Germany. Classical metabolic flux analysis (MFA) was used to estimate the intracellular flux distribution of each cultivation and then combined with partial least squares (PLS) method to establish a link between the estimated metabolic state and the cell environment. The validation of the MFA model was made and its consistency checked. The resulted PLS model explained almost 70% of the variance present in the flux distribution. The medium optimization for the continuous system and for the batch system resulted in higher biomass growth rates than the ones obtained experimentally, 0.034 h-1 and 0.030 h-1, respectively, thus reducing in almost 10 hours the duplication time. Additionally, the optimal medium obtained for the continuous system almost did not consider pyruvate. Overall the proposed methodology seems to be effective and both proposed medium optimizations seem to be promising to reach high cell densities.

Control in distribution networks with demand side management

The way in which electricity networks operate is going through a period of significant change. Renewable generation technologies are having a growing presence and increasing penetrations of generation that are being connected at distribution level. Unfortunately, a renewable energy source is most of the time intermittent and needs to be forecasted. Current trends in Smart grids foresee the accommodation of a variety of distributed generation sources including intermittent renewable sources. It is also expected that smart grids will include demand management resources, widespread communications and control technologies required to use demand response are needed to help the maintenance in supply-demand balance in electricity systems. Consequently, smart household appliances with controllable loads will be likely a common presence in our homes. Thus, new control techniques are requested to manage the loads and achieve all the potential energy present in intermittent energy sources. This thesis is focused on the development of a demand side management control method in a distributed network, aiming the creation of greater flexibility in demand and better ease the integration of renewable technologies. In particular, this work presents a novel multi-agent model-based predictive control method to manage distributed energy systems from the demand side, in presence of limited energy sources with fluctuating output and with energy storage in house-hold or car batteries. Specifically, here is presented a solution for thermal comfort which manages a limited shared energy resource via a demand side management perspective, using an integrated approach which also involves a power price auction and an appliance loads allocation scheme. The control is applied individually to a set of Thermal Control Areas, demand units, where the objective is to minimize the energy usage and not exceed the limited and shared energy resource, while simultaneously indoor temperatures are maintained within a comfort frame. Thermal Control Areas are overall thermodynamically connected in the distributed environment and also coupled by energy related constraints. The energy split is performed based on a fixed sequential order established from a previous completed auction wherein the bids are made by each Thermal Control Area, acting as demand side management agents, based on the daily energy price. The developed solutions are explained with algorithms and are applied to different scenarios, being the results explanatory of the benefits of the proposed approaches.

Medium access control design for distributed opportunistic radio networks

Existing wireless networks are characterized by a fixed spectrum assignment policy. However, the scarcity of available spectrum and its inefficient usage demands for a new communication paradigm to exploit the existing spectrum opportunistically. Future Cognitive Radio (CR) devices should be able to sense unoccupied spectrum and will allow the deployment of real opportunistic networks. Still, traditional Physical (PHY) and Medium Access Control (MAC) protocols are not suitable for this new type of networks because they are optimized to operate over fixed assigned frequency bands. Therefore, novel PHY-MAC cross-layer protocols should be developed to cope with the specific features of opportunistic networks. This thesis is mainly focused on the design and evaluation of MAC protocols for Decentralized Cognitive Radio Networks (DCRNs). It starts with a characterization of the spectrum sensing framework based on the Energy-Based Sensing (EBS) technique considering multiple scenarios. Then, guided by the sensing results obtained by the aforementioned technique, we present two novel decentralized CR MAC schemes: the first one designed to operate in single-channel scenarios and the second one to be used in multichannel scenarios. Analytical models for the network goodput, packet service time and individual transmission probability are derived and used to compute the performance of both protocols. Simulation results assess the accuracy of the analytical models as well as the benefits of the proposed CR MAC schemes.

Terapia celular com células mesenquimais por via intracoronária: contributos do estudo invasivo da microcirculação coronária

RESUMO: Introdução - A utilização de células e das suas propriedades para o tratamento das doenças cardiovasculares, é uma promessa para o futuro e talvez a única forma de ultrapassar algumas das insuficiências das terapêuticas atuais. A via de entrega das células mais utilizada na investigação tem sido a intracoronária, ganhando a microcirculação especial relevância, por ser onde ocorre a primeira interação com o tecido nativo. As células estaminais mesenquimais (CEM) têm propriedades que as tornam particularmente aptas para a Terapia Celular, mas as suas dimensões, superiores ao diâmetro dos capilares, tem motivado controvérsia quanto à sua entrega intracoronária. A cardiologia de intervenção tem atualmente técnicas que permitem a avaliação em tempo real e in vivo do estado da microcirculação coronária. A determinação do índice da resistência da microcirculação (IRM) fornece informação sobre a circulação dos pequenos vasos, de forma independente da circulação coronária e do estado hemodinâmico, mas a aplicabilidade clínica deste conhecimento encontra-se ainda por definir. Objectivos Esclarecer o potencial do IRM no estudo dos efeitos do transplante de CEM por via intracoronária. População e Métodos . Estudo pré-clínico com modelo animal (suíno) desenvolvido em 3 fases. Na Primeira Fase foram utilizados 8 animais saudáveis para estudar e validar a técnica de determinação de estudo da microcirculação. Efetuou-se a determinação do IRM com duas doses diferentes de papaverina para a indução da resposta hiperémica máxima (5 e 10 mg) e após a disfunção da microcirculação com injeção intracoronária de microesferas de embozene com 40 μm de diâmetro. Na Segunda Fase foram utilizados 18 animais saudáveis, randomizados em grupo controlo e grupo recetor de 30 x 106 CEM por via intracoronária. Foram avaliados de forma cega o IRM, a pressão aórtica, o fluxo coronário epicárdico e a ocorrência de alterações electrocardiográficas. Na Terceira Fase foram utilizados 18 animais, com enfarte agudo do miocárdio provocado (EAM), randomizados em grupo controlo, grupo recetor de CEM expandidas de forma convencional e grupo recetor de CEM expandidas com metodologia inovadora e de menores dimensões. Foi realizada uma exploração da dose/efeito com infusão faseada de 10 x 106, 15 x 106 e 20 x 106 CEM, com determinação do IRM, da pressão aórtica, do fluxo coronário epicárdico e da ocorrência de alterações eletrocardiográficas. Quatro semanas após a entrega das células foi novamente avaliado o IRM e foi efetuado o estudo anatomopatológico dos animais na procura de evidência de neoangiogénese e de regeneração miocárdica, ou de um efeito positivo da resposta reparadora após o enfarte. Resultados Nas 3 fases todos os animais mantiveram estabilidade hemodinâmica e eletrocardiográfica, com exceção da elevação de ST de V1-V3 verificada após a injeção das microesferas. Na Primeira Fase as duas doses de papaverina induziram uma resposta hiperémica eficaz, sem tradução com significado na determinação do IRM (variação da pressão distal de - 11,4 ± 5 e de - 10,6± 5 mmHg com as doses de 5 e 10 mg respetivamente (p=0,5). Com a injeção das microesferas o IRM teve uma elevação média de 310 ± 190 %, para um valor médio de 41,3 ± 16 U (p = 0,001). Na Segunda Fase não houve diferenças significativas dos parâmetros hemodinâmicos, do fluxo epicárdico e da avaliação eletrocardiográfica entre os dois grupos. O IRM de base foi semelhante e após a infusão intracoronária observou-se uma elevação expressiva do IRM nos animais que receberam células em comparação com o grupo controlo (8,8 U ± 1 vs. 14,2 U ± 1,8, P=0,02) e quanto ao seu valor de base (aumento de 112%, p=0,008). Na terceira Fase não houve novamente diferenças significativas dos parâmetros hemodinâmicos, do fluxo epicárdico e da avaliação eletrocardiográfica entre os três grupos. Houve uma elevação do IRM nos animais que receberam células a partir da 2ª dose (72% nas células convencionai e 108% nas células inovadoras) e que se manteve com a 3ª dose (100% nas células convencionais e 88% nas inovadoras) com significado estatístico em comparação com o grupo controlo (p=0,034 com a 2ªdose e p=0,024 com a 3ª dose). Quatro semanas após a entrega das CEM observou-se a descida do IRM nos dois grupos que receberam células, para valores sobreponíveis aos do grupo controlo e aos valores pós-EAM. Na avaliação anatomopatológica e histológica dos corações explantados não houve diferenças entre os três grupos. Conclusões O IRM permite distinguir alterações da microcirculação coronária motivadas pela entrega intracoronária de CEM, na ausência de alterações de outros parâmetros clínicos da circulação coronária utilizados em tempo real. As alterações do IRM são progressivas e passíveis de avaliar o efeito/dose, embora não tenha sido possível determinar diferenças com os dois tipos de CEM. No nosso modelo a injeção intracoronária não se associou a evidência de efeito benéfico na reparação ou regeneração miocárdica após o EAM.---------------------------- ABSTRACT: ABSTRACT Introduction The use of cells for the treatment of cardiovascular disease is a promise for the future and perhaps the only option to overcome some of the shortcomings of current therapies. The strategy for the delivery of cells most often used in current research has been the intracoronary route and due to this microcirculation gains special relevance, mainly because it is the first interaction site of transplanted cells with the native tissue. Mesenchymal stem cells (MSC) have properties that make them suitable for Cell Therapy, but its dimensions, larger than the diameter of capillaries, have prompted controversy about the safety of intracoronary delivery. The interventional cardiology currently has techniques that allow for real-time and in vivo assessment of coronary microcirculation state. The determination of the index of microcirculatory resistance index (IMR) provides information about small vessels, independently of the coronary circulation and hemodynamic status, but the clinical applicability of this knowledge is yet to be defined. Objectives To clarify the potential use of IMR in the study of the effects of MSC through intracoronary transplantation. Population and Methods Preclinical study with swine model developed in three phases. In Phase One 8 healthy animals were used to study and validate the IMR assessment in our animal model. IMR was assessed with two different doses of papaverine for inducing the maximal hyperaemic response (5 and 10 mg) and microcirculation dysfunction was achieved after intracoronary injection with embozene microspheres with 40 μm in diameter. In Phase Two we randomized 18 healthy animals divided between the control group and the one receiving 30 x 106 MSC through an intracoronary infusion. There we blindly evaluated IMR, the aortic pressure, the epicardial coronary flow and the occurrence of ECG changes. In Phase Three we used 18 animals with a provoked acute myocardial infarction (AMI), randomized into a control group, a MSC expanded conventionally receiver group and a MSC expanded with an innovative methodology receiver group. There was a stepwise infusion with doses of 10 x 106, 15 x 106 and 20 x 106 MSC with determination of IMR, the aortic pressure, the epicardial coronary flow and occurrence of electrocardiographic abnormalities. Four weeks after cell delivery we again measured the IMR and proceeded with the pathological study of animals in the search for evidence of neoangiogenesis and myocardial regeneration, or a positive effect in the reparative response following the infarction. Results All animals remained hemodynamically stable and with no electrocardiographic abnormalities, except for the ST elevation in V1-V3 observed after injection of the microspheres. In Phase One the two doses of papaverine achieved an hyperemic and effective response without significant differences in IMR (variation of the distal pressure -11.4 ± 5 and -10.6 ± 5 mmHg with the doses of 5 and 10 mg respectively (p = 0.5). With the injection of the microspheres the IMR had an average increase of 310 ± 190% for an average value of 41.3 ± 16 U (p = 0.001). In the second phase there were no significant differences in hemodynamic parameters, epicardial flow and electrocardiographic assessment between the two groups. The baseline IMR was similar and after intracoronary infusion there was a significant increase in animals receiving cells compared with the control group (8.8 ± U 1 vs. 14.2 ± 1.8, p = 0.02) and with their baseline (112% increase, p = 0.008). In the third phase again there were no significant differences in hemodynamic parameters, the epicardial flow and electrocardiographic evaluation between the three groups. There was a significant increase in IMR in animals that received cells from the 2nd dose (72% in conventional cells and 108% in the innovative cells) that remained with the 3rd dose (100% in conventional cells and 88% in the innovative) with statistical significance compared with the control group (p = 0.034 with 2nd dose, p = 0.024 with 3rd dose). Four weeks after delivery of the MSC we observed the fall of the IMR in the two groups that received cells with values overlapping those of the control group. In pathological and histological evaluation of removed hearts there were no differences among the three groups. Conclusions The IMR allows for the differentiation of changes in coronary microcirculation motivated by intracoronary delivery of MSC in the absence of modification in other clinical parameters. IMR changes are progressive and enable the evaluation of the effect / dose, though it has not been possible to determine differences in the two types of MSC. In our model, intracoronary injection of MSC was not associated with evidence of repair or myocardial regeneration after AMI.

Determinant factors to merger control decisions in Portugal

The present paper aims to investigate the determinant factors of Portuguese merger control. Our sample comprises 652 M&A cases occurred between January of 2003 and September of 2015. Through a probit model we have tested the relevance of product and geographic market, entry barriers, type of concentration, merger effects, year of decision and the President of the Competition Authority at the time. The results suggests that the conglomerate and vertical effects, the existence of barriers to entry as well as the number of regulatory agencies listened are the main explanatory variables to determine a need for an in-depth investigation and to make a final decision. According to the evidence, cases cleared at Phase 1 are increasing over time. The number of prohibited mergers is close to zero.

Harvest control rule vs optimal harvesting of an age-structured population: The case of the Ibero-Atlantic Sardine Fishery

Research Masters