Understanding the microbial ecology and ecophysiology of enhanced biological phosphorus removal processes through metabolic modelling and experimental studies

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

Machine learning Gaussian short rate

Dissertação para obtenção do Grau de Doutor em Estatística e Gestão do Risco

The effect of key process operational conditions on enhanced biological phosphorus removal from wastewater

Enhanced biological phosphorus removal (EBPR) is the most economic and sustainable option used in wastewater treatment plants (WWTPs) for phosphorus removal. In this process it is important to control the competition between polyphosphate accumulating organisms (PAOs) and glycogen accumulating organisms (GAOs), since EBPR deterioration or failure can be related with the proliferation of GAOs over PAOs. This thesis is focused on the effect of operational conditions (volatile fatty acid (VFA) composition, dissolved oxygen (DO) concentration and organic carbon loading) on PAO and GAO metabolism. The knowledge about the effect of these operational conditions on EBPR metabolism is very important, since they represent key factors that impact WWTPs performance and sustainability. Substrate competition between the anaerobic uptake of acetate and propionate (the main VFAs present in WWTPs) was shown in this work to be a relevant factor affecting PAO metabolism, and a metabolic model was developed that successfully describes this effect. Interestingly, the aerobic metabolism of PAOs was not affected by different VFA compositions, since the aerobic kinetic parameters for phosphorus uptake, polyhydroxyalkanoates (PHAs) degradation and glycogen production were relatively independent of acetate or propionate concentration. This is very relevant for WWTPs, since it will simplify the calibration procedure for metabolic models, facilitating their use for full-scale systems. The DO concentration and aerobic hydraulic retention time (HRT) affected the PAO-GAO competition, where low DO levels or lower aerobic HRT was more favourable for PAOs than GAOs. Indeed, the oxygen affinity coefficient was significantly higher for GAOs than PAOs, showing that PAOs were far superior at scavenging for the often limited oxygen levels in WWTPs. The operation of WWTPs with low aeration is of high importance for full-scale systems, since it decreases the energetic costs and can potentially improve WWTP sustainability. Extended periods of low organic carbon load, which are the most common conditions that exist in full-scale WWTPs, also had an impact on PAO and GAO activity. GAOs exhibited a substantially higher biomass decay rate as compared to PAOs under these conditions, which revealed a higher survival capacity for PAOs, representing an advantage for PAOs in EBPR processes. This superior survival capacity of PAOs under conditions more closely resembling a full-scale environment was linked with their ability to maintain a residual level of PHA reserves for longer than GAOs, providing them with an effective energy source for aerobic maintenance processes. Overall, this work shows that each of these key operational conditions play an important role in the PAO-GAO competition and should be considered in WWTP models in order to improve EBPR processes.

Caracterização do papel dos genes TYMS e MTR no desenvolvimento de Cancro Colo-Rectal

RESUMO: O cancro colo-rectal (CCR) é um dos cancros que possui maior taxa de mortalidade a nível mundial. Em Portugal esta patologia é responsável pela morte de cerca de 3700 pessoas por ano, sendo que estes números aumentam de ano para ano. Ao longo das últimas décadas o papel das alterações genéticas na etiologia das patologias oncológicas tem vindo a ter cada vez mais um maior destaque. O número de estudos que avaliam a importância de polimorfismos, mutações, alterações na regulação génica e interacções entre genes no desenvolvimento destas patologias tem aumentado exponencialmente. Com o aumento do conhecimento da forma como estas alterações influenciam o desenvolvimento do cancro surgiram os primeiros meios de diagnóstico genético, levando assim a uma alteração da forma como são encarados o diagnóstico e a prevenção destas doenças. No CCR as formas hereditárias com alterações genéticas inequivocamente identificadas representam apenas 5% dos casos. Existem cerca de 25% que representam formas hereditárias para as quais ainda não foram estabelecidos os padrões de alterações genéticas subjacentes. Desta forma, estudos que venham contribuir para um maior conhecimento dos mecanismos moleculares responsáveis pelo aumento da susceptibilidade dos indivíduos para o desenvolvimento de CCR são extremamente importantes. O CCR é uma patologia multifactorial, onde factores genéticos interagem com factores ambientais no surgimento e desenvolvimento da doença. Assim, torna-se essencial integrar o estudo das alterações genéticas no contexto ambiental onde os indivíduos em estudo se encontram. No caso desta patologia um dos principais factores ambientais estudado é a nutrição. Vários estudos têm sido realizados ao longo dos últimos anos de forma a compreender como pode a ingestão dos nutrientes influenciar o desenvolvimento de CCR e de que forma interage com as alterações genéticas individuais. O ciclo do folato é um dos processos metabólicos onde o papel da nutrição em interacção com alterações genéticas mais tem sido estudado nos últimos anos. Deste cruzamento entre o estudo das alterações genéticas e ambientais surge a Nutrigenética. O conjunto de estudos da presente tese tem como objectivo aumentar o conhecimento do papel das alterações em genes do ciclo do folato, em interacção com factores nutricionais e de estilo de vida, não só no desenvolvimento de CCR, mas também de outra patologia do tracto gastrointestinal, a Doença de Crohn (DC), uma doença inflamatória muitas vezes associada como factor de risco para o desenvolvimento de CCR. Este estudo debruçou-se essencialmente no estudo dos genes timidilato sintetase (TYMS) e metionina sintetase (MTR) em populações com CCR e DC, bem como no padrão nutricional destas populações com particular incidência nos nutrientes envolvidos no ciclo do folato (folato, metionina, vitamina B6, vitamina B12). Analisando o conjunto de resultados obtidos para os estudos do CCR podemos concluir que quer a TYMS quer a MTR possuem um papel relevante na susceptibilidade para desenvolver esta patologia, assim como têm destaque no funcionamento do ciclo celular durante o processo oncogénico. Os resultados demonstram que os factores que levam a uma menor disponibilidade de grupos metil no ciclo de folato (baixos níveis de folato, alteração da actividade de MTR, elevada expressão de TYMS) constituem factores de risco, muito provavelmente por contribuírem para uma desregulação dos níveis de metionina disponível para a metilação do DNA da célula. Demonstram ainda que em células tumorais ocorrem alterações na regulação do ciclo do folato de forma a favorecer a síntese de DNA em detrimento da metilação do mesmo, alterando para isso a expressão dos genes de forma a que o fluxo de grupos metil provenientes do folato sejam encaminhados para a enzima TYMS. O polimorfismo de deleção 6pb da TYMS surge como um factor de diagnóstico e de prognóstico de CCR para a população portuguesa. Dos factores nutricionais analisados apenas o folato aparenta ter um papel relevante na modelação do risco de desenvolver CCR. Na doença de Crohn (DC) podemos verificar que a homocisteína e o seu metabolismo poderão contribuir para o aparecimento e desenvolvimento da patologia. O aumento da homocisteína poderá ser o responsável por um aumento da resposta auto-imune do organismo, promovendo o aparecimento da DC. O polimorfismo A2756G MTR desempenha um papel preponderante como factor de diagnóstico da DC, tendo sido associado pela primeira vez a esta patologia. Tem também um papel importante no desenvolvimento da doença, uma vez que está associado a uma idade de diagnóstico mais baixa, sugerindo assim que o desenvolvimento da doença ocorre de forma mais precoce. Concluindo, com este estudo pensamos ter contribuído para um melhor entendimento do papel do ciclo do folato no desenvolvimento de CCR e DC, sendo um ponto de partida para futuras investigações que possam revelar cada vez melhor as complexas interacções metabólicas desta via e a sua influência nas patologias estudadas. Do nosso estudo destacamos a importância de uma análise global das várias etapas do ciclo do folato para que se possa compreender a dinâmica que se estabelece no desenvolvimento destas patologias, podendo diversas alterações, quer a nível genético quer a nível nutricional, exercerem efeitos diferentes consoante o estado dos restantes intervenientes do ciclo do folato. Acreditamos que no futuro este estudo permitirá que o conhecimento do ciclo do folato tenha cada vez mais uma relevância fundamental a nível de diagnóstico e terapêutica destas patologias.------------ ABSTRACT: Colorectal Cancer (CRC) is one of the cancers that have a higher rate of mortality worldwide. In Portugal this pathology is responsible for the deaths of about 3700 people per year, and these numbers increase each year. Over the past few decades the role of genetic changes in the etiology of oncological pathologies has had an increasingly greater emphasis. The number of studies that evaluate the importance of polymorphisms, mutations, changes in gene regulation and gene interactions in the development of these diseases has increased exponentially. With the increased knowledge of how these changes influence the development of cancer, appeared the first means for genetic diagnostic, leading to a change in the way diagnosis is seen and in the prevention of these diseases. In CRC the hereditary forms with clearly identified genetic changes represent only 5% of cases. There are about 25% representing hereditary forms for which the patterns of genetic changes haven’t been established. In this way, studies that will contribute to a greater understanding of the molecular mechanisms responsible for increased susceptibility of individuals to the CRC development are extremely important. CRC is a multifactorial pathology, where genetic factors interact with environmental factors in the emergence and development of the disease.Thus, it is essential to integrate the study of genetic changes in the environmental context of the individuals under study. In the case of this pathology one of the main environmental factors studied is nutrition. Several studies have been conducted over the past few years in order to understand how the intake of nutrients can influence the development of CRC and how nutrients interact with the individual genetic changes. The folate cycle is one of the metabolic processes where the role of nutrition in interaction with genetic alterations has been studied in recent years. This cross between the study of genetic and environmental changes developed Nutrigenetics. The set of studies of this thesis aims to increase awareness of the role of changes in genes of the folate cycle, in interaction with nutritional factors and lifestyle, not only in the development of CRC, but also of another pathology of the gastrointestinal tract, Crohn's disease (CD), an inflammatory disease often associated as a risk factor for the development of CRC. This study dealt mainly in the study of genes thymidylate synthase (TYMS) and methionine synthase (MTR) in populations with CRC and CD, as well as in the nutritional pattern of these populations with particular focus on nutrients involved in the folate cycle (folate, methionine, vitamin B6, vitamin B12). Analyzing the results obtained for the CRC studies we conclude that either the MTR TYMS have a relevant role in susceptibility to develop this pathology, and have an important role in the functioning of the cell cycle during oncogenesis. The results show that the factors that lead to a lower availability of methyl groups in folate cycle (low levels of folate, change the activity of MTR, high expression of TYMS) constitute risk factors, most likely by contribute to a dysregulation of methionine levels available for DNA methylation of the cell. Our results also demonstrate that in tumor cells occur changes in the regulation of the folate cycle in order to promote the synthesis of DNA, to the detriment of methylation of the same by changing the expression of genes so that the methyl groups from folate are forwarded to the TYMS enzyme reaction. The deletion polymorphism 6bp of TYMS emerges as a diagnostic and prognostic factor of CCR for the Portuguese population. Nutritional factors analyzed only folate appears to have a major role in modulating the risk of developing CCR.In Crohn’s disease (CD) we can check that homocysteine and its metabolism may contribute to the emergence and development of this pathology. Increased homocysteine may be responsible for an increase in the body's autoimmune response, promoting the emergence of CD. The polymorphism A2756G MTR plays a leading role as a factor of diagnosis of DC, having been associated with this pathology for the first time. It also has an important role in the development of the disease, since it is associated with a lower diagnostic age, suggesting that the development of the disease occurs earlier. In conclusion, our study has contributed to a better understanding of the role of folate cycle in the development of CRC and CD, being a starting point for future research that may prove increasingly complex metabolic interactions in this via and its influence on the pathologies studied. In our study we highlight the importance of a comprehensive analysis of the various steps of the folate cycle in order to understand the dynamics that settles in the development of these pathologies, and a number of amendments, whether at the genetic level or at the nutritional level, exercise different effects depending on the stage of the remaining participants in the folate cycle. We believe that in the future this study will allow the knowledge of folate cycle to have increasingly a fundamental relevance at the level of diagnosis and treatment of these diseases.

Structured products in the current low interest rate environment

Directed Research Internship

Genome-scale metabolic network reconstruction of Polaromonas sp. strain JS666: analysis of cDCE degradation rates and design of experiments for bioremediation improvement

Release of chloroethene compounds into the environment often results in groundwater contamination, which puts people at risk of exposure by drinking contaminated water. cDCE (cis-1,2-dichloroethene) accumulation on subsurface environments is a common environmental problem due to stagnation and partial degradation of other precursor chloroethene species. Polaromonas sp. strain JS666 apparently requires no exotic growth factors to be used as a bioaugmentation agent for aerobic cDCE degradation. Although being the only suitable microorganism found capable of such, further studies are needed for improving the intrinsic bioremediation rates and fully comprehend the metabolic processes involved. In order to do so, a metabolic model, iJS666, was reconstructed from genome annotation and available bibliographic data. FVA (Flux Variability Analysis) and FBA (Flux Balance Analysis) techniques were used to satisfactory validate the predictive capabilities of the iJS666 model. The iJS666 model was able to predict biomass growth for different previously tested conditions, allowed to design key experiments which should be done for further model improvement and, also, produced viable predictions for the use of biostimulant metabolites in the cDCE biodegradation.

Bioproduction of succinic acid from renewable feedstocks by Actinobacillus succinogenes 130Z

Succinic acid (SA) is a highly versatile building block that is used in a wide range of industrial applications. The biological production of succinic acid has emerged in the last years as an efficient alternative to the chemical production based on fossil fuels. However, in order to fully replace the competing petro-based chemical process from which it has been produced so far, some challenges remain to be surpassed. In particular, one main obstacle would be to reduce its production costs, mostly associated to the use of refined sugars. The present work is focused on the development of a sustainable and cost-e↵ective microbial production process based on cheap and renewable resources, such as agroindustrial wastes. Hence, glycerol and carob pods were identified as promising feedstocks and used as inexpensive carbon sources for the bioproduction of succinic acid by Actinobacillus succinogenes 130Z, one of the best naturally producing strains. Even though glycerol is a highly available carbon source, as by-product of biodiesel production, its consumption by A. succinogenes is impaired due to a redox imbalance during cell growth. However, the use of an external electron acceptor such as dimethylsulfoxide (DMSO) may improve glycerol metabolism and succinic acid production by this strain. As such, DMSO was tested as a co-substrate for glycerol consumption and concentrations of DMSO between 1 and 4% (v/v) greatly promoted glycerol consumption and SA production by this biocatalyst. Aiming at obtaining higher succinic acid yield and production rate, batch and fed-batch experiments were performed under controlled cultivation conditions. Batch experiments resulted in a succinic acid yield on glycerol of 0.95 g SA/g GLY and a production rate of 2.13 g/L.h, with residual production of acetic and formic acids. In fed-batch experiment, the SA production rate reached 2.31 g/L.h, the highest value reported in the literature for A. succinogenes using glycerol as carbon source. DMSO dramatically improved the conversion of glycerol by A. succinogenes and may be used as a co-substrate, opening new perspectives for the use of glycerol by this biocatalyst. Carob pods, highly available in Portugal as a residue from the locust bean gum industry, contain a significant amount of fermentable sugars such as sucrose, glucose and fructose and were also used as substrate for succinic acid production. Sugar extraction from raw and roasted carobs was optimized varying solid/water ratio and extraction time, maximizing sugar recovery while minimizing the extraction of polyphenols. Kinetic studies of glucose, fructose and sucrose consumption by A. succinogenes as individual carbon sources till 30 g/L were first determined to assess possible metabolic diferences. Results showed no significant diferences related to sugar consumption and SA production between the diferent sugars. Carob pods water extracts were then used as carbon source during controlled batch cultivations. (...)

Improvement of a photoautotrophic chassis robustness for synthetic biology applications

Cyanobacteria are photoautotrophic microorganisms with great potential for the biotechnological industry due to their low nutrient requirements, photosynthetic capacities and metabolic plasticity. In biotechnology, the energy sector is one of the main targets for their utilization, especially to produce the so called third generation biofuels, which are regarded as one of the best replacements for petroleum-based fuels. Although, several issues could be solved, others arise from the use of cyanobacteria, namely the need for high amounts of freshwater and contamination/predation by other microorganisms that affect cultivation efficiencies. The cultivation of cyanobacteria in seawater could solve this issue, since it has a very stable and rich chemical composition. Among cyanobacteria, the model microorganism Synechocystis sp. PCC 6803 is one of the most studied with its genome fully sequenced and genomic, transcriptomic and proteomic data available to better predict its phenotypic behaviors/characteristics. Despite suitable for genetic engineering and implementation as a microbial cell factory, Synechocystis’ growth rate is negatively affected by increasing salinity levels. Therefore, it is important to improve. To achieve this, several strategies involving the constitutive overexpression of the native genes encoding the proteins involved in the production of the compatible solute glucosylglycerol were implemented, following synthetic biology principles. A preliminary transcription analysis of selected mutants revealed that the assembled synthetic devices are functional at the transcriptional level. However, under different salinities, the mutants did not show improved robustness to salinity in terms of growth, compared with the wild-type. Nevertheless, some mutants carrying synthetic devices appear to have a better physiological response under seawater’s NaCl concentration than in 0% (w/v) NaCl.

Exchange rate pressure in Angola

The objective of this work is to develop an operational tool to analyze exchange rate pressure in the context of Angola. The Angolan economy exhibits a number of relevant characteristics: a closed financial account, a partially controlled current account, a highly dollarized economy and exports (oil) price determined in World markets. These features have a direct effect on the demand of foreign currency and motivate their inclusion in the specification of a model for Angola. The model provides the rational for a measure of an exchange market rate pressure (EMP) index that contains exports changes, imports changes, the foreign interest rate and inflation and the change in foreign reserves corrected for a measure dollarization. The empirical performance new measure is comparable (slightly better) to the performance of the EMP indexes obtained in Eichengreen Rose and Wyplosz (1994) and Klassen and Jager (2011).