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The evolution of Crassulacean acid metabolism (CAM) by plants has been one of the most successful strategies in response to aridity. On the onset of climate change, expanding the use of water efficient crops and engineering higher water use efficiency into C3 and C4 crops constitute a plausible solution for the problems of agriculture in hotter and drier environments. A firm understanding of CAM is thus crucial for the development of agricultural responses to climate change. Computational models on CAM can contribute significantly to this understanding. Two types of models have been used so far. Early CAM models based on ordinary differential equations (ODE) reproduced the typical diel CAM features with a minimal set of components and investigated endogenous day/night rhythmicity. This line of research brought to light the preponderant role of vacuolar malate accumulation in diel rhythms. A second wave of CAM models used flux balance analysis (FBA) to better understand the role of CO2 uptake in flux distribution. They showed that flux distributions resembling CAM metabolism emerge upon constraining CO2 uptake by the system. We discuss the evolutionary implications of this and also how CAM components from unrelated pathways could have integrated along evolution.
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Studies enabled by metabolic models of different species of microalgae have become significant since they allow us to understand changes in their metabolism and physiological stages. The most used method to study cell metabolism is FBA, which commonly focuses on optimizing a single objective function. However, recent studies have brought attention to the exploration of simultaneous optimization of multiple objectives. Such strategies have found application in optimizing biomass and several other bioproducts of interest; they usually use approaches such as multi-level models or enumerations schemes. This work proposes an alternative in silico multiobjective model based on an evolutionary algorithm that offers a broader approximation of the Pareto frontier, allowing a better angle for decision making in metabolic engineering. The proposed strategy is validated on a reduced metabolic network of the microalgae Chlamydomonas reinhardtii while optimizing for the production of protein, carbohydrates, and CO2 uptake. The results from the conducted experimental design show a favorable difference in the number of solutions achieved compared to a classic tool solving FBA.
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Pichia pastoris is recognized as a biotechnological workhorse for recombinant protein expression. The metabolic performance of this microorganism depends on genetic makeup and culture conditions, amongst which the specific growth rate and oxygenation level are critical. Despite their importance, only their individual effects have been assessed so far, and thus their combined effects and metabolic consequences still remain to be elucidated. In this work, we present a comprehensive framework for revealing high-order (i.e., individual and combined) metabolic effects of the above parameters in glucose-limited continuous cultures of P. pastoris, using thaumatin production as a case study. Specifically, we employed a rational experimental design to calculate statistically significant metabolic effects from multiple chemostat data, which were later contextualized using a refined and highly predictive genome-scale metabolic model of this yeast under the simulated conditions. Our results revealed a negative effect of the oxygenation on the specific product formation rate (thaumatin), and a positive effect on the biomass yield. Notably, we identified a novel positive combined effect of both the specific growth rate and oxygenation level on the specific product formation rate. Finally, model predictions indicated an opposite relationship between the oxygenation level and the growth-associated maintenance energy (GAME) requirement, suggesting a linear GAME decrease of 0.56â¯mmol ATP/gDCW per each 1% increase in oxygenation level, which translated into a 44% higher metabolic cost under low oxygenation compared to high oxygenation. Overall, this work provides a systematic framework for mapping high-order metabolic effects of different culture parameters on the performance of a microbial cell factory. Particularly in this case, it provided valuable insights about optimal operational conditions for protein production in P. pastoris.
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In recent years, C. albicans and C. glabrata have been identified as the main cause of candidemia and invasive candidiasis in hospitalized and immunocompromised patients. In order to colonize the human host, these fungi express several virulence factors such as the response to oxidative stress and the formation of biofilms. In the expression of these virulence factors, the cell wall of C. albicans and C. glabrata is of fundamental importance. As the outermost structure of the yeast, the cell wall is the first to come in contact with the reactive oxygen species (ROS) generated during the respiratory outbreak, and in the formation of biofilms, it is the first to adhere to organs or medical devices implanted in the human host. In both processes, several cell wall proteins (CWP) are required, since they promote attachment to human cells or abiotic surfaces, as well as to detoxify ROS. In our working group we have identified moonlighting CWP in response to oxidative stress as well as in the formation of biofilms. Having identified moonlighting CWP in Candida species in response to two virulence factors indicates that these proteins may possibly be immunodominant. The aim of the present work was to evaluate whether proteins of this type such as fructose-bisphosphate aldolase (Fba1), phosphoglycerate kinase (Pgk) and pyruvate kinase (Pk), could confer protection in a mouse model against C. albicans and C. glabrata. For this, recombinant proteins His6-Fba1, His6-Pgk and His6-Pk were constructed and used to immunize several groups of mice. The immunized mice were infected with C. albicans or C. glabrata, and subsequently the liver, spleen and kidney were extracted and the number of CFU was determined. Our results showed that Pk confers immunity to mice against C. albicans, while Fba1 to C. glabrata. This data allows us to conclude that the moonlighting CWP, Fba1 and Pk confer in vivo protection in a specific way against each species of Candida. This makes them promising candidates for developing specific vaccines against these pathogens.
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Candidíase/prevenção & controle , Frutose-Bifosfato Aldolase/imunologia , Proteínas Fúngicas/imunologia , Vacinas Fúngicas/imunologia , Fosfoglicerato Quinase/imunologia , Piruvato Quinase/imunologia , Animais , Candida albicans/imunologia , Candida glabrata/imunologia , Candidíase/imunologia , Contagem de Colônia Microbiana , Modelos Animais de Doenças , Frutose-Bifosfato Aldolase/administração & dosagem , Proteínas Fúngicas/administração & dosagem , Vacinas Fúngicas/administração & dosagem , Rim/microbiologia , Fígado/microbiologia , Camundongos , Fosfoglicerato Quinase/administração & dosagem , Piruvato Quinase/administração & dosagem , Baço/microbiologia , Vacinas Sintéticas/administração & dosagem , Vacinas Sintéticas/imunologiaRESUMO
Malassezia species are lipophilic and lipid-dependent yeasts belonging to the human and animal microbiota. Typically, they are isolated from regions rich in sebaceous glands. They have been associated with dermatological diseases such as seborrheic dermatitis, pityriasis versicolor, atopic dermatitis, and folliculitis. The genomes of Malassezia globosa, Malassezia sympodialis, and Malassezia pachydermatis lack the genes related to fatty acid synthesis. Here, the lipid-synthesis pathways of these species, as well as of Malassezia furfur, and of an atypical M. furfur variant were reconstructed using genome data and Constraints Based Reconstruction and Analysis. To this end, the genomes of M. furfur CBS 1878 and the atypical M. furfur 4DS were sequenced and annotated. The resulting Enzyme Commission numbers and predicted reactions were similar to the other Malassezia strains despite the differences in their genome size. Proteomic profiling was utilized to validate flux distributions. Flux differences were observed in the production of steroids in M. furfur and in the metabolism of butanoate in M. pachydermatis. The predictions obtained via these metabolic reconstructions also suggested defects in the assimilation of palmitic acid in M. globosa, M. sympodialis, M. pachydermatis, and the atypical variant of M. furfur, but not in M. furfur. These predictions were validated via physiological characterization, showing the predictive power of metabolic network reconstructions to provide new clues about the metabolic versatility of Malassezia.
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In this work, the development and application of published models for describing the behavior of plant cell cultures is reviewed. The structure of each type of model is analyzed and the new tendencies for the modeling of biotechnological processes that can be applied in plant cell cultures are presented. This review is a tool for clarifying the main features that characterize each type of model in the field of plant cell cultures and can be used as a support on the selection of the more suitable model type, taking into account the purpose of specific research.
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Células Vegetais , Biotecnologia , Técnicas de Cultura de Células , Modelos Biológicos , PlantasRESUMO
ABSTRACT INTRODUCTION: Educators dealing with 0-6 years old children must be individuals who are willing to take all kind of measures in order to ensure the safety of children in educational institutions and playgrounds, providing protection from diseases, and who are able to apply first aid measures in case of an accident. OBJECTIVE: In this study, we aimed to determine the level of knowledge of all students continuing their education in the department for child development, regarding Foreign Body Aspiration (FBA) and the effect of FBA training on their knowledge level. METHODS: This semi-experimental study was carried out on high-school students (n = 123) continuing their education in the department for child development in Corum, Turkey. The data was evaluated with appropriate statistical methods, and p < 0.05 was determined as statistically significant. RESULTS: Before the training, 80% of the high-school children knew the importance of age factor in cases of FBA, improving to 92% after training. The increase in the number of students who were aware of the importance of age factor was statistically significant (p < 0.05). CONCLUSION: As a result of the training, the visual presentation and training on models related to FBA have led to an increase in the knowledge level of the students.
Resumo Introdução: Os educadores que lidam com crianças de 0-6 anos devem ser pessoas dispostas a usar todos os tipos de medidas que assegurem a segurança das crianças em instituições educacionais e em playgrounds, proporcionando proteção contra doenças e aplicando medidas deprimeiros socorros em caso de acidentes. Objetivo: Neste estudo, objetivamos determinar o nível de conhecimento de estudantes em um departamento de desenvolvimento infantil, com relação à aspiração de corpo estranho (ACE), e o efeito do treinamento para ACE em seu nível de conhecimento. Métodos: Realizamos estudo do tipo semiexperimental em todos os estudantes (n = 123) que estavam dando continuidade à sua educação no departamento de desenvolvimento infantil de uma instituição de educação secundária em Corum, Turquia. Os dados foram avaliados com métodos estatísticos apropriados. Adotamos p < 0,05 como nível estatisticamente significante. Resultados: Antes do treinamento, 80% dos escolares tinham conhecimento da importância do fator idade nos casos de ACE; depois do treinamento, esse percentual se elevou para 92%. Houve aumento estatisticamente significante no número de estudantes que percebiam a importânciado fator idade (p < 0,05). Conclusão: Como resultado do treinamento, a apresentação visual e o treinamento em modelos com relação à ACE levaram a um aumento no nível de conhecimento dos estudantes.
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Humanos , Masculino , Feminino , Estudantes , Conhecimentos, Atitudes e Prática em Saúde , Educação em Saúde , Aspiração Respiratória , Corpos Estranhos , Turquia , Estudos TransversaisRESUMO
INTRODUCTION: Educators dealing with 0-6 years old children must be individuals who are willing to take all kind of measures in order to ensure the safety of children in educational institutions and playgrounds, providing protection from diseases, and who are able to apply first aid measures in case of an accident. OBJECTIVE: In this study, we aimed to determine the level of knowledge of all students continuing their education in the department for child development, regarding Foreign Body Aspiration (FBA) and the effect of FBA training on their knowledge level. METHODS: This semi-experimental study was carried out on high-school students (n=123) continuing their education in the department for child development in Corum, Turkey. The data was evaluated with appropriate statistical methods, and p<0.05 was determined as statistically significant. RESULTS: Before the training, 80% of the high-school children knew the importance of age factor in cases of FBA, improving to 92% after training. The increase in the number of students who were aware of the importance of age factor was statistically significant (p<0.05). CONCLUSION: As a result of the training, the visual presentation and training on models related to FBA have led to an increase in the knowledge level of the students.
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Corpos Estranhos , Educação em Saúde , Conhecimentos, Atitudes e Prática em Saúde , Aspiração Respiratória , Estudantes , Estudos Transversais , Feminino , Humanos , Masculino , TurquiaRESUMO
Una de las técnicas más utilizadas para la predicción de producción de bioproductos y distribución intracelular de flujos de microorganismos es el Análisis de Balance de Flujos - FBA por sus siglas en inglés. El FBA requiere de una función objetivo que represente el objetivo biológico del microorganismo estudiado. En este trabajo se propone un nuevo tipo de funciones objetivo basada en la combinación de objetivos de compartimentos físicos presentes en el microorganismo estudiado. Este tipo de funciones objetivo son examinadas junto con un modelo estequiométrico extraído de la reconstrucción iMM904 del microorganismo S. cerevisiae. Su desempeño se compara con la función objetivo más usada en la literatura, la maximización de biomasa, en condiciones experimentales anaeróbicas en cultivos continuos y aeróbicas en cultivos tipo lote. La función objetivo propuesta en este trabajo mejora las predicciones de crecimiento en un 10% y las predicciones de producción de etanol en un 75% respecto a las obtenidas por la función objetivo de maximización de biomasa, en condiciones anaeróbicas. En condiciones aeróbicas tipo lote la función objetivo propuesta mejora en un 98% las predicciones de crecimiento y en un 70% las predicciones de etanol con respecto a la función objetivo de biomasa.
Flux Balance Analysis - FBA - is one of the most used techniques in prediction of microorganism bioproducts. It requires an objective function that represents biological objective of the studied microorganism. This paper presents a new kind of objective functions based on individual physical compartment objetives in the studied microorganism. These kind of functions was tested with a stoichiometric model extracted from iMM904 reconstruction of S. cerevisiae and its performance is compared with the most used objective function in literature, growth maximization, in anaerobic and aerobic batch conditions. The presented objective function outperform growth predictions in 10% and ethanol predictions in 75% compared with obtained by maximization of growth objective function, in anaerobic conditions. In aerobic batch conditions the presented objective function outperforms in 98% growth preditions and 70% ethanol predictions compared with growth maximization.