Metabolic profiling and classification of propolis samples from Southern Brazil: an NMR-based platform coupled with machine learning

The chemical composition of propolis is affected by environmental factors and harvest season, making it difficult to standardize its extracts for medicinal usage. By detecting a typical chemical profile associated with propolis from a specific production region or season, certain types of propolis may be used to obtain a specific pharmacological activity. In this study, propolis from three agroecological regions (plain, plateau, and highlands) from southern Brazil, collected over the four seasons of 2010, were investigated through a novel NMR-based metabolomics data analysis workflow. Chemometrics and machine learning algorithms (PLS-DA and RF), including methods to estimate variable importance in classification, were used in this study. The machine learning and feature selection methods permitted construction of models for propolis sample classification with high accuracy (>75%, reaching 90% in the best case), better discriminating samples regarding their collection seasons comparatively to the harvest regions. PLS-DA and RF allowed the identification of biomarkers for sample discrimination, expanding the set of discriminating features and adding relevant information for the identification of the class-determining metabolites. The NMR-based metabolomics analytical platform, coupled to bioinformatic tools, allowed characterization and classification of Brazilian propolis samples regarding the metabolite signature of important compounds, i.e., chemical fingerprint, harvest seasons, and production regions.

The influence of kaolin application on key metabolic pathways associated with grape berry quality: a molecular and biochemical analysis

Dissertação de mestrado em Biologia Molecular, Biotecnologia e Bioempreendedorismo em Plantas

A glycolytic phenotype is associated with prostate cancer progression and aggressiveness: a role for Monocarboxylate Transporters as metabolic targets for therapy.

Metabolic adaptation is considered an emerging hallmark of cancer, whereby cancer cells exhibit high rates of glucose consumption with consequent lactate production. To ensure rapid efflux of lactate, most cancer cells express high levels of monocarboxylate transporters (MCTs), which therefore may constitute suitable therapeutic targets. The impact of MCT inhibition, along with the clinical impact of altered cellular metabolism during prostate cancer (PCa) initiation and progression, has not been described. Using a large cohort of human prostate tissues of different grades, in silico data, in vitro and ex vivo studies, we demonstrate the metabolic heterogeneity of PCa and its clinical relevance. We show an increased glycolytic phenotype in advanced stages of PCa and its correlation with poor prognosis. Finally, we present evidence supporting MCTs as suitable targets in PCa, affecting not only cancer cell proliferation and survival but also the expression of a number of hypoxia-inducible factor target genes associated with poor prognosis. Herein, we suggest that patients with highly glycolytic tumours have poorer outcome, supporting the notion of targeting glycolytic tumour cells in prostate cancer through the use of MCT inhibitors.

Metabolic engineering with multi-objective optimization of kinetic models

Kinetic models have a great potential for metabolic engineering applications. They can be used for testing which genetic and regulatory modifications can increase the production of metabolites of interest, while simultaneously monitoring other key functions of the host organism. This work presents a methodology for increasing productivity in biotechnological processes exploiting dynamic models. It uses multi-objective dynamic optimization to identify the combination of targets (enzymatic modifications) and the degree of up- or down-regulation that must be performed in order to optimize a set of pre-defined performance metrics subject to process constraints. The capabilities of the approach are demonstrated on a realistic and computationally challenging application: a large-scale metabolic model of Chinese Hamster Ovary cells (CHO), which are used for antibody production in a fed-batch process. The proposed methodology manages to provide a sustained and robust growth in CHO cells, increasing productivity while simultaneously increasing biomass production, product titer, and keeping the concentrations of lactate and ammonia at low values. The approach presented here can be used for optimizing metabolic models by finding the best combination of targets and their optimal level of up/down-regulation. Furthermore, it can accommodate additional trade-offs and constraints with great flexibility.

Algorithms and computational tools for metabolic flux analysis

PhD thesis in Biomedical Engineering

Hormonal, metabolic and nutritional alterations in smokers: emergency for smoking abstinence

OBJECTIVE: To evaluate the biochemical and nutritional status of smokers in treatment for smoking cessation and its association with anthropometric parameters. METHODS: This is a cross-sectional study with convenience sample. Adult smokers were assessed at the start of treatment in the Interdisciplinary Center for Tobacco Research and Intervention of the University Hospital of the Federal University of Juiz de Fora (CIPIT/HU-UFJF). We evaluated the body mass index (BMI), conicity index (CI); waist circumference (WC), percentage of body fat (%BF), fasting glycemia, cortisol, insulin, total cholesterol (TC), LDL-c, HDL-c, triglycerides (TG) and metabolic syndrome (MS). RESULTS: Most participants (52.2%) had MS and high cardiovascular risk. The fasting glycemia was abnormal in 30.4%. There was a significant positive correlation between BMI and WC (r = 0.90; p = 0.0001), %BF (r = 0.79; p = 0.0001), CI (r = 0.65; p = 0.0001), glycemia (r = 0.42; p = 0.04) and TG (r = 0.47; p = 0.002). The CI presented positive correction with insulin (r = 0.60; p = 0.001), glycemia (r = 0.55; p = 0.007), TG (r = 0.54; p = 0.008) and %BF (r = 0.43; p = 0.004). Patients with longer duration of smoking had a higher risk of developing MS (OR = 9.6, p = 0.016). CONCLUSION: The smokers evaluated had increased risk for developing MS, especially those with longer duration of smoking, requiring urgent smoking cessation.

Tapping the wealth of microbial data in high-throughput metabolic model reconstruction

Genome-scale metabolic models are valuable tools in the metabolic engineering process, based on the ability of these models to integrate diverse sources of data to produce global predictions of organism behavior. At the most basic level, these models require only a genome sequence to construct, and once built, they may be used to predict essential genes, culture conditions, pathway utilization, and the modifications required to enhance a desired organism behavior. In this chapter, we address two key challenges associated with the reconstruction of metabolic models: (a) leveraging existing knowledge of microbiology, biochemistry, and available omics data to produce the best possible model; and (b) applying available tools and data to automate the reconstruction process. We consider these challenges as we progress through the model reconstruction process, beginning with genome assembly, and culminating in the integration of constraints to capture the impact of transcriptional regulation. We divide the reconstruction process into ten distinct steps: (1) genome assembly from sequenced reads; (2) automated structural and functional annotation; (3) phylogenetic tree-based curation of genome annotations; (4) assembly and standardization of biochemistry database; (5) genome-scale metabolic reconstruction; (6) generation of core metabolic model; (7) generation of biomass composition reaction; (8) completion of draft metabolic model; (9) curation of metabolic model; and (10) integration of regulatory constraints. Each of these ten steps is documented in detail.

Candida tropicalis biofilms: biomass, metabolic activity and secreted aspartyl proteinase production

According to epidemiological data, Candida tropicalis has been related to urinary tract infections and haematological malignancy. Several virulence factors seem to be responsible for C. tropicalis infections, for example: their ability to adhere and to form biofilms onto different indwelling medical devices; their capacity to adhere, invade and damage host human tissues due to enzymes production such as proteinases. The main aim of this work was to study the behaviour of C. tropicalis biofilms of different ages (24120 h) formed in artificial urine (AU) and their ability to express aspartyl proteinase (SAPT) genes. The reference strain C. tropicalis ATCC 750 and two C. tropicalis isolates from urine were used. Biofilms were evaluated in terms of culturable cells by colony-forming units enumeration; total biofilm biomass was evaluated using the crystal violet staining method; metabolic activity was evaluated by XTT assay; and SAPT gene expression was determined by real-time PCR. All strains of C. tropicalis were able to form biofilms in AU, although with differences between strains. Candida tropicalis biofilms showed a decrease in terms of the number of culturable cells from 48 to 72 h. Generally, SAPT3 was highly expressed. C. tropicalis strains assayed were able to form biofilms in the presence of AU although in a strain- and time-dependent way, and SAPT genes are expressed during C. tropicalis biofilm formation.

Metabolic and hemodynamic effects of saline infusion to maintain volemia on temporary abdominal aortic occlusion

OBJECTIVE: To analyze hemodynamic and metabolic effects of saline solution infusion in the maintenance of blood volume in ischemia-reperfusion syndrome during temporary abdominal aortic occlusion in dogs. METHODS: We studied 20 dogs divided into 2 groups: the ischemia-reperfusion group (IRG, n=10) and the ischemia-reperfusion group with saline solution infusion aiming at maintaining mean pulmonary arterial wedge pressure between 10 and 20 mmHg (IRG-SS, n=10). All animals were anesthetized with sodium thiopental and maintained on spontaneous ventilation. Occlusion of the supraceliac aorta was obtained with inflation of a Fogarty catheter inserted through the femoral artery. After 60 minutes of ischemia, the balloon was deflated, and the animals were observed for another 60 minutes of reperfusion. RESULTS: IRG-SS dogs did not have hemodynamic instability after aortic unclamping, and the mean systemic blood pressure and heart rate were maintained. However, acidosis worsened, which was documented by a greater reduction of arterial pH that occurred especially due to the absence of a respiratory response to metabolic acidosis that was greater with the adoption of this procedure. CONCLUSION: Saline solution infusion to maintain blood volume avoided hemodynamic instability after aortic unclamping. This procedure, however, caused worsening in metabolic acidosis in this experimental model.

On modified simple reacting spheres kinetic model for chemically reactive gases

Versão dos autores para esta publicação.

Correlation between turbidimetric and nephelometric methods of measuring C-reactive protein in patients with unstable angina or non-ST elevation acute myocardial infarction

OBJECTIVE: To evaluate the performance of the turbidimetric method of C-reactive protein (CRP) as a measure of low-grade inflammation in patients admitted with non-ST elevation acute coronary syndromes (ACS). METHODS: Serum samples obtained at hospital arrival from 68 patients (66±11 years, 40 men), admitted with unstable angina or non-ST elevation acute myocardial infarction were used to measure CRP by the methods of nephelometry and turbidimetry. RESULTS: The medians of C-reactive protein by the turbidimetric and nephelometric methods were 0.5 mg/dL and 0.47 mg/dL, respectively. A strong linear association existed between the 2 methods, according to the regression coefficient (b=0.75; 95% C.I.=0.70-0.80) and correlation coefficient (r=0.96; P<0.001). The mean difference between the nephelometric and turbidimetric CRP was 0.02 ± 0.91 mg/dL, and 100% agreement between the methods in the detection of high CRP was observed. CONCLUSION: In patients with non-ST elevation ACS, CRP values obtained by turbidimetry show a strong linear association with the method of nephelometry and perfect agreement in the detection of high CRP.

Female alcoholics: electrocardiographic changes and associated metabolic and electrolytic disorders

OBJECTIVE: To identify the electrocardiographic changes and their associations with metabolic and electrolytic changes in female alcoholics. METHODS: The study comprised 44 female alcoholics with no apparent physical disorder. They underwent the following examinations: conventional electrocardiography; serologic tests for syphilis, Chagas' disease, and hepatitis B and C viruses; urinary pregnancy testing; hematimetric analysis; biochemical measurements of albumin, fibrinogen, fasting and postprandial glycemias, lipids, hepatic enzymes, and markers for tissue necrosis and inflammation. RESULTS: Some type of electrocardiographic change was identified in 33 (75%) patients. In 17 (38.6%) patients, more than one of the following changes were present: prolonged QTc interval in 24 (54.5%), change in ventricular repolarization in 11(25%), left ventricular hypertrophy in 6 (13.6%), sinus bradycardia in 4 (9.1%), sinus tachycardia in 3 (6.8%), and conduction disorder in 3 (6.8%). The patients had elevated mean serum levels of creatine phosphokinase, aspartate aminotransferases, and gamma glutamyl transferase, as well as hypocalcemia and low levels of total cholesterol and LDL-cholesterol. The patients with altered electrocardiograms had a more elevated age, a lower alcohol consumption, hypopotassemia, and significantly elevated levels of triglycerides, postprandial glucose, sodium and gamma glutamyl transferase than those with normal electrocardiograms. The opposite occurred with fasting glycemia, magnesium, and alanine aminotransferase. CONCLUSION: The electrocardiographic changes found were prolonged QTc interval, change in ventricular repolarization, and left ventricular hypertrophy. Patients with normal and abnormal electrocardiograms had different metabolic and electrolytic changes.

Vacunación en la Enfermedad de Chagas experimental: estudio de mediadores involucrados en la protección en ratones y aplicación de la vacuna en perros. Vaccination in experimental Chagas'disease: study of intermediates involved in the protection of mice and application of the vaccine in dogs.

La Enfermedad de Chagas es una de las principales endemias de América Latina donde existen cerca de 18 millones de infectados y 90 millones en riesgo. Entre el 25 y el 30 por ciento desarrolla patología cardíaca o digestiva en el período crónico. Se ha postulado que mecanismos autoinmunes, sumados a la acción directa del parásito, podrían estar involucrados en la patogenia de la enfermedad. El desarrollo de vacunas tradicionales en Enfermedad de Chagas es una meta difícil de alcanzar, por lo cual parece más factible abordar estrategias basadas en la inmunomodulación, para disminuir la carga parasitaria, minimizar las acciones deletéreas en el periodo agudo y prevenir el desarrollo de patología en la etapa crónica. Para ello es necesario avanzar en el conocimiento de los mecanismos involucrados en la protección y en la patogenia. Si se acepta la hipótesis autoinmune, una estrategia de vacunación con un tripanosoma antigénicamente similar al T. cruzi pero no patógeno podría evitar posibles mecanismos autoagresivos. En nuestro Laboratorio se ha empleado un modelo de vacunación en ratones utilizando como inmunógeno el Trypanosoma rangeli, no patógeno en humanos. Los ratones vacunados, infectados con T. cruzi, mostraron buena respuesta inmune celular y humoral, bajas parasitemias, ausencia de lesiones histológicas, y sobrevida cercana al 100 por ciento. Los controles no vacunados tuvieron una elevada mortalidad. Debido al ciclo biológico del parásito, la defensa efectiva contra el T. cruzi requiere una potente respuesta de anticuerpos contra las formas extracelulares y una eficaz respuesta celular contra los amastigotes intracelulares. En el modelo desarrollado en nuestro laboratorio la protección se asocia con un adecuado equilibrio entre respuesta TH1 y TH2, con leve predominio TH1, disminución de citoquinas (Ck) proinflamatorias e incremento de receptores solubles de Ck. El esquema de inmunización demostró asimismo su eficacia en cobayos y en perros mantenidos en el Laboratorio. Hipótesis de trabajo: - La vacunación con T. rangeli desencadena mecanismos inmunomodulatorios que protegen de la infección con T. cruzi, entre los cuales se encuentran eventos que actúan tempranamente en el sitio de inoculación y en los que están involucradas células y moléculas del sistema inmune innato. - La vacunación a perros constituye una nueva herramienta en la lucha contra la Enfermedad de Chagas. Objetivos: i) profundizar el estudio tendiente a dilucidar los mecanismos involucrados en la resistencia inducida por la inmunización con T. rangeli en ratones; ii) estudiar el efecto que tiene el estrés físico de los ratones sobre la eficacia de la vacunación y iii) analizar la inmunogenicidad de la vacuna en perros de zonas endémicas para Enfermedad de Chagas. Material y metodos: Los ratones y perros serán vacunados con tres dosis de epimastigotes de T. rangeli, fijados con glutaraldehido y los controles solo recibirán PBS. Los ratones seran desafiados con T. cruzi. Se estudiará en liquido peritoneal: a) poblaciones celulares por Citometria de flujo; b) cuantificación de los distintos tipos de inmunoglobulinas, de citoquinas y sus receptores solubles, por ELISA, c) ON y arginasa, por técnicas colorimetricas; d) est.udio de la interacción macrófago-parásito y de receptores celulares por Inmunofluorescencia. e) En perros, se realizarán estudios parasitológicos (xenodiagnostico) y serológicos en vacunados y controles, 12 y 24 meses post vacunación. Resultados esperados e importancia del proyecto: se espera conocer los principales eventos tempranos que participan en la eliminación de los parásitos en los animales vacunados, el efecto del stress sobre la vacunación y asimismo, la inmunogenicidad de la vacuna en perros de campo. Todo ello permitirá obtener información sobre la eficacia de la vacunación experimental y podría aportar una herramienta adicional contra la Enfermedad de Chagas, interfiriendo en la cadena epidemiológica en áreas endémicas.

REPRODUCCIÓN CAPRINA. EFECTO DE LA ADICIÓN DE LÍPIDOS DIETARIOS SOBRE LA MODULACIÓN DEL ESTADO METABÓLICO Y LA CALIDAD DEL SEMEN CRIOPRESERVADO.

Adding Omega fatty acids (ω) 3 to the diet of stud bucks, the quality of sperm and their resistance to cryopreservation could increase. The aim of this study is to determine the effect of supplementation with ω3 on the metabolic state, sperm quality and resistance to freezing, in bucks kept in confinement under natural photoperiod. The experiment will be conducted in the facilities of the Faculty of Agronomy and Veterinary, UNRC (National University of Río Cuarto). Ten Anglo Nubian adult bucks, trained for semen collection with artificial vagina will be used. Males will be randomly allocated into 2 groups (5 animals each): control (C) and treatment (T). During the breeding season, group C will be fed with a ration of alfalfa and ground corn, according to the requirements for each category and sex (NRC, 2007). Group T will receive the same diet with the addition of linseeds. Both will have free access to water. Every week, semen of each buck, will be collected, evaluated and frozen. Sperm quality “in vitro” after thawing will be studied with a digital image analyzer. To assess oxidative stress in fresh and cryopreserved semen, levels of thiobarbituric acid reactive substances (TBARS) and quantification of the activity of superoxide dismutase (SOD) and catalase (CAT) will be determined. To establish the metabolic state, blood samples will be collected every two weeks. The statistical analysis will include an exploratory data analysis, multivariate analysis of multiple correspondences on a completely randomized design, analysis of variance and Fisher post-test. The level of significance will be set at P <0.05 and all results will be expressed as means ± SEM.

"Differential metabolic recruitment of cognitive, emotional and modulatory brain regions in infant and adolescent rats undergoing two-way active avoidance training"

Magdeburg, Univ., Fak. für Naturwiss., Diss., 2011