Application of metabolic engineering to the production of scopolamine

Scopolamine is an alkaloid widely used in medicine for its anticholinergic activity. The aim of this review is to show that metabolic engineering techniques constitute a suitable tool to improve the production of tropane alkaloids, focusing in particular on scopolamine. We present an overview of results obtained by various research groups, including our own, who have studied the overexpression of genes involved in the biosynthesis of scopolamine in different plant species that produce tropane alkaloids. Experiments carried out to improve production in hairy root cultures will also be described, as well as those attempting to biotransform hyoscyamine into scopolamine in roots and transgenic tobacco cells.

Identifying quantitative operation principles in metabolic pathways: a systematic method for searching feasible enzyme activity patterns leading to cellular adaptive responses

Background: Optimization methods allow designing changes in a system so that specific goals are attained. These techniques are fundamental for metabolic engineering. However, they are not directly applicable for investigating the evolution of metabolic adaptation to environmental changes. Although biological systems have evolved by natural selection and result in well-adapted systems, we can hardly expect that actual metabolic processes are at the theoretical optimum that could result from an optimization analysis. More likely, natural systems are to be found in a feasible region compatible with global physiological requirements. Results: We first present a new method for globally optimizing nonlinear models of metabolic pathways that are based on the Generalized Mass Action (GMA) representation. The optimization task is posed as a nonconvex nonlinear programming (NLP) problem that is solved by an outer- approximation algorithm. This method relies on solving iteratively reduced NLP slave subproblems and mixed-integer linear programming (MILP) master problems that provide valid upper and lower bounds, respectively, on the global solution to the original NLP. The capabilities of this method are illustrated through its application to the anaerobic fermentation pathway in Saccharomyces cerevisiae. We next introduce a method to identify the feasibility parametric regions that allow a system to meet a set of physiological constraints that can be represented in mathematical terms through algebraic equations. This technique is based on applying the outer-approximation based algorithm iteratively over a reduced search space in order to identify regions that contain feasible solutions to the problem and discard others in which no feasible solution exists. As an example, we characterize the feasible enzyme activity changes that are compatible with an appropriate adaptive response of yeast Saccharomyces cerevisiae to heat shock Conclusion: Our results show the utility of the suggested approach for investigating the evolution of adaptive responses to environmental changes. The proposed method can be used in other important applications such as the evaluation of parameter changes that are compatible with health and disease states.

Identifying the preferred subset of enzymatic profiles in nonlinear kinetic metabolic models via multiobjective global optimization and pareto filters

Optimization models in metabolic engineering and systems biology focus typically on optimizing a unique criterion, usually the synthesis rate of a metabolite of interest or the rate of growth. Connectivity and non-linear regulatory effects, however, make it necessary to consider multiple objectives in order to identify useful strategies that balance out different metabolic issues. This is a fundamental aspect, as optimization of maximum yield in a given condition may involve unrealistic values in other key processes. Due to the difficulties associated with detailed non-linear models, analysis using stoichiometric descriptions and linear optimization methods have become rather popular in systems biology. However, despite being useful, these approaches fail in capturing the intrinsic nonlinear nature of the underlying metabolic systems and the regulatory signals involved. Targeting more complex biological systems requires the application of global optimization methods to non-linear representations. In this work we address the multi-objective global optimization of metabolic networks that are described by a special class of models based on the power-law formalism: the generalized mass action (GMA) representation. Our goal is to develop global optimization methods capable of efficiently dealing with several biological criteria simultaneously. In order to overcome the numerical difficulties of dealing with multiple criteria in the optimization, we propose a heuristic approach based on the epsilon constraint method that reduces the computational burden of generating a set of Pareto optimal alternatives, each achieving a unique combination of objectives values. To facilitate the post-optimal analysis of these solutions and narrow down their number prior to being tested in the laboratory, we explore the use of Pareto filters that identify the preferred subset of enzymatic profiles. We demonstrate the usefulness of our approach by means of a case study that optimizes the ethanol production in the fermentation of Saccharomyces cerevisiae.

Aspectos metabólicos y multivitamínicos del maíz

La deficiencia de vitamina A causa 2.2 millones de muertes al año. Por tanto, investigadores intentan elevar el contenido de β-caroteno y otros carotenoides en cereales mediante la ingeniería genética. Mi trabajo consistió en analizar carotenoides en maíz y callos de arroz transgénico con el fin de indentificar y cuantificar estos pigmentos y además analizar la ruta metabólica de los mismos. Por tal motivo, desarrollaré una técnica analítica por HPLC y UHPLC que me permitió separar la mezcla de carotenoides. Estas moléculas se detectaton utilizando un detector de arreglo de diodos y masas. Con éste último se probaron distintas técnicas de ionización (ESI, APCI y APPI) para encontrar la mejor técnica que ionizara carotenos y xantófilas. Además se hallaron transiciones para identificar a cada uno de los carotenoides. Para mostrar la confiabilidad del método analítico, realicé la validación del mismo y determiné factores importantes que influyen en el análisis de carotenoides, como por ejemplo, su estabilidad química. Para analizar la ruta metabólica de los carotenoides, se realizaron distintos experimentos, entre ellos, introducir distintas combinaciones de genes en el maíz y arroz que permitieran entender cuáles eran las enzimas importantes que permitían la acumulación de carotenoides. También se analizó la biosíntesis de carotenoides a distintas etapas del desarrollo de la semilla de maíz, desde los 15 días después de la polinización (DAP) hasta los 60 DAP y su estabilidad química a lo largo de todo este período. Finalmente, se profundizó en la identificación de nuevos carotenoides encontrados en las muestras, como los oxo-carotenoides (utilizados en la industria como colorantes). Para llevar acabo su identificación, se realizaron pruebas químicas, se determinaron sus espectros visibles y sus fragmentos por masas.   

Metabolic effects of insulin and IGFs on gilthead sea bream (Sparus aurata) muscle cells.

Primary cultures of gilthead sea bream myocytes were performed in order to examine the relative metabolic function of insulin compared with IGF-I and IGF-II (insulin-like growth factors, IGFs) at different stages in the cell culture. In these cells, the in vitro effects of insulin and IGFs on 2-deoxyglucose (2-DG) and L-alanine uptake were studied in both myocytes (day 4) and small myotubes (day 9). 2-DG uptake in gilthead sea bream muscle cells was increased in the presence of insulin and IGFs in a time dependent manner and along with muscle cell differentiation. On the contrary, L-alanine uptake was also stimulated by insulin and IGFs but showed an inverse pattern, being the uptake higher in small myocytes than in large myotubes. The results of preincubation with inhibitors (PD-98059, wortmannin, and cytochalasin B) on 2-DG uptake indicated that insulin and IGFs stimulate glucose uptake through the same mechanisms, and evidenced that mitogenesis activator protein kinase (MAPK) and PI3K-Akt transduction pathways mediate the metabolic function of these peptides. In the same way, we observed that GLUT4 protein synthesis was stimulated in the presence of insulin and IGFs in gilthead sea bream muscle cells in a different manner at days 4 or 9 of the culture. In summary we describe here, for the first time, the effects of insulin and IGFs on 2-DG and L-alanine uptake in primary culture of gilthead sea bream muscle cells. We show that both MAPK and PI3K-Akt transduction pathways are needed in order to control insulin and IGFs actions in these cells. Moreover, changes in glucose uptake can be explained by the action of the GLUT4 transporter, which is stimulated in the presence of insulin and IGFs throughout the cell culture.

Metabolic profiles of countries and ecological distribution conflicts.

"Social metabolism" is a notion that links up the natural sciences and the social sciences, and also human history. Work has been done by some groups in Europe in order to operationalize the old idea of looking at the economy from the point of view of "social metabolism". This paper is an attempt to consider the links between each society’s characteristic metabolic profile and the ecological distribution conflicts, at different scales (international, national, regional).

Resum de la tasca realitzada al Center Biomedical Engineering (CBE) del Massachussets Institute of Technology (MIT). Juliol-Agost 2005

Estudi elaborat a partir d’una estada al Center Biomedical Engineering (CBE) del Massachussets Institute of Technology (MIT), durant els mesos de juliol i agost del 2005. S’investiga una metodologia amb l’objectiu d’obtenir biomaterials que puguin actuar de bastida en la interfície os/cartílag, afavorint la diferenciació i creixement cel·lular de cartílag ossificat que pugui actuar d’unió entre l’articulació i l’os. S’experimenta una metodologia per a establir quins són els péptids afavoridors de la formació de teixit ossi utilitzats en materials d’hidroxiapatita. Es conclou que la tecnologia desenvolupada permet disposar d’una plataforma per assajar l’estudi del signaling sobre cèl·lules embrionàries, que permeti desenvolupar materials amb més capacitat diferenciadora.

Inverse Problems for multiple invariant curves

Planar polynomial vector fields which admit invariant algebraic curves, Darboux integrating factors or Darboux first integrals are of special interest. In the present paper we solve the inverse problem for invariant algebraic curves with a given multiplicity and for integrating factors, under generic assumptions regarding the (multiple) invariant algebraic curves involved. In particular we prove, in this generic scenario, that the existence of a Darboux integrating factor implies Darboux integrability. Furthermore we construct examples where the genericity assumption does not hold and indicate that the situation is different for these.

Thermal tests on the LISA pathfinder engineering model

Report for the scientific sojourn carried out at Albert Einstein Institut in Germany, from April to July 2006.

Inverse problems for invariant algebraic curves: explicit computations

Given an algebraic curve in the complex affine plane, we describe how to determine all planar polynomial vector fields which leave this curve invariant. If all (finite) singular points of the curve are nondegenerate, we give an explicit expression for these vector fields. In the general setting we provide an algorithmic approach, and as an alternative we discuss sigma processes.

Applications of the MuSIASEM approach to study changes in the metabolic pattern of Catalonia

This document presents an integrated analysis of the performance of Catalonia based on an analysis of how the energy consumption (measured at the societal level for the Catalan Society) is used within both the productive sectors of the economy and the household, to generate added value, jobs, and to guarantee a given level of material standard of living to the population. The trends found in Catalonia are compared to the trends of other European Countries to contextualize the performance of Catalonia with respect to other societies that have followed different paths of economic development. The first part of the document consists of the Multi-Scale Integrated Analysis of Societal and Ecosystem Metabolism (MuSIASEM) approach that has been used to provide this integrated analysis of Catalan Society across different scales (starting from an analysis of the specific sectors of the Catalan economy as an Autonomous Community and scaling up to an intra-regional (European Union 14) comparison) and across different dimensions of analyses of energy consumption coupled with added value generation. Within the scope of this study, we observe the various trajectories of changes in the metabolic pattern for Catalonia and the EU14 countries in the Paid Work Sectors composed of namely, the Agricultural Sector, the Productive Sector and the Services and Government Sector also in comparison with the changes in the household sector. The flow intensities of the exosomatic energy and the added value generated for each specific sector are defined per hour of human activity, thus characterized as exosomatic energy (MJ/hour) (or Exosomatic Metabolic Rate) and added value (€/hour) (Economic Labour Productivity) across multiple levels. Within the second part of the document, the possible usage of the MuSIASEM approach to land use analyses (using a multi-level matrix of categories of land use) has been conducted.

Assessing the quality of alternative energy sources: Energy Return On the Investment (EROI), the metabolic pattern of societies and energy statistics

This paper presents an initial challenge to tackle the every so "tricky" points encountered when dealing with energy accounting, and thereafter illustrates how such a system of accounting can be used when assessing for the metabolic changes in societies. The paper is divided in four main sections. The first three, present a general discussion on the main issues encountered when conducting energy analyses. The last section, subsequently, combines this heuristic approach to the actual formalization of it, in quantitative terms, for the analysis of possible energy scenarios. Section one covers the broader issue of how to account for the relevant categories used when accounting for Joules of energy; emphasizing on the clear distinction between Primary Energy Sources (PES) (which are the physical exploited entities that are used to derive useable energy forms (energy carriers)) and Energy Carriers (EC) (the actual useful energy that is transmitted for the appropriate end uses within a society). Section two sheds light on the concept of Energy Return on Investment (EROI). Here, it is emphasized that, there must already be a certain amount of energy carriers available to be able to extract/exploit Primary Energy Sources to thereafter generate a net supply of energy carriers. It is pointed out that this current trend of intense energy supply has only been possible to the great use and dependence on fossil energy. Section three follows up on the discussion of EROI, indicating that a single numeric indicator such as an output/input ratio is not sufficient in assessing for the performance of energetic systems. Rather an integrated approach that incorporates (i) how big the net supply of Joules of EC can be, given an amount of extracted PES (the external constraints); (ii) how much EC needs to be invested to extract an amount of PES; and (iii) the power level that it takes for both processes to succeed, is underlined. Section four, ultimately, puts the theoretical concepts at play, assessing for how the metabolic performances of societies can be accounted for within this analytical framework.

Visualització dinàmica d'un procés metabòlic amb finalitats docents

La incorporació del Moodle com a eina de docència, i l’augment de hores no presencials a les diverses assignatures fa que calgui incorporar les noves tecnologies perquè els alumnes disposin de més material docent al seu abast. Però l’acumulació de material fa que només sigui útil aquell material que es guanyi a l’alumne. En aquest sentit, creiem que les animacions i les eines interactives poden ser materials atractius pels alumnes. En aquest projecte hem creat una eina d’animació interactiva perquè l’estudiant de Bioquímica practiqui i aprengui una de les rutes metabòliques principals: la glucòlisi. Aquesta eina consta d’una pantalla separada en 3 zones: 1) una zona lateral que inclou la ruta metabòlica completa, i en la que l’alumne pot prémer sobre cada un dels passos que estructuren la ruta (finestra del metabolisme); 2) una zona inferior que presenta la reacció individual de la ruta metabòlica, en la que s’observa l’estructura química de les molècules i informació de l’enzim implicat en la reacció (finestra de l’enzim); i 3) una zona central en la que a través d’una animació amb Macromedia Flash MX, l’alumne observa el mecanisme químic de la reacció (finestra del mecanisme químic). Les tres zones són interactives i en prémer sobre elles donen informació, respectivament sobre la ruta completa, l’enzim de cada pas en particular i el mecanisme d’acció. A més, la finestra del mecanisme químic permet aturar en qualsevol moment la animació, tornar enrere i veure els intermediaris. Durant el segon semestre del curs 2006-2007 hem avaluat l’eina amb alumnes de Bioquímica de la Llicenciatura de Química, incorporant-la als dossier electrònics. Creiem que hem assolit els objectius que es proposaven: aprendre una ruta metabòlica, de manera divertida; aprendre el mecanisme de cada un dels passos de la ruta i aprendre l’estructura química dels metabòlits intermediaris de la ruta.

Animació de les rutes glucolítica i gluconeogènica : una eina no presencial per a aprendre de manera amena

La incorporació del Moodle com a eina de docència, i l’augment de hores no presencials a les diverses assignatures fa que calgui incorporar les noves tecnologies perquè els alumnes disposin de més material docent al seu abast. Però l’acumulació de material fa que només sigui útil aquell material que es guanyi a l’alumne. En aquest sentit, creiem que les animacions i les eines interactives poden ser materials atractius pels alumnes. En aquest projecte hem creat una eina d’animació interactiva perquè l’estudiant de Bioquímica practiqui i aprengui dues rutes principals del metabolisme de hidrats de carboni: la glucòlisi i la gluconeogènesi. Aquesta eina consta d’una pantalla separada en 3 zones: 1) una zona lateral que inclou la ruta metabòlica completa, i en la que l’alumne pot prémer sobre cada un dels passos que estructuren la ruta (finestra del metabolisme); 2) una zona inferior que presenta la reacció individual de la ruta metabòlica, en la que s’observa l’estructura química de les molècules i informació de l’enzim implicat en la reacció (finestra de l’enzim); i 3) una zona central en la que a través d’una animació amb Macromedia Flash MX, l’alumne observa el mecanisme químic de la reacció (finestra del mecanisme químic). Les tres zones són interactives i en prémer sobre elles donen informació, respectivament sobre la ruta completa, l’enzim de cada pas en particular i el mecanisme d’acció. A més, la finestra del mecanisme químic permet aturar en qualsevol moment la animació, tornar enrere i veure els intermediaris. Durant el segon semestre del curs 2007-2008 hem avaluat l’eina amb alumnes de Bioquímica de la Llicenciatura de Química, incorporant-la als dossier electrònics i al Moodle. Creiem que hem assolit els objectius que es proposaven: que l’alumne aprengui les dues rutes metabòliques, de manera divertida; el mecanisme de cada un dels passos de les rutes i l’estructura química dels metabòlits intermediaris de les rutes.

Natural abundance of stable isotopes (15N and 13C) and isotopic fractionation of sea bream muscle as markers of food and culture conditions and its relationship with metabolic and proteomic analyses

Els isòtops estables com a traçadors de la cadena alimentària, s'han utilitzat per caracteritzar la relació entre els consumidors i els seus aliments, ja que el fraccionament isotòpic implica una discriminació en contra de certs isòtops. Però les anàlisis d'isòtops estables (SIA), també es poden dur a terme en peixos cultivats amb dietes artificials, com la orada (Sparus aurata), la especie más cultivada en el Mediterráneo. Canvis en l'abundància natural d'isòtops estables (13C i 15N) en els teixits i les seves reserves poden reflectir els canvis en l'ús i reciclatge dels nutrients ja que els enzims catabòlics implicats en els processos de descarboxilació i desaminació mostren una preferència pels isòtops més lleugers. Per tant, aquestes anàlisis ens poden proporcionar informació útil sobre l'estat nutricional i metabòlic dels peixos. L'objectiu d'aquest projecte va ser determinar la capacitat dels isòtops estables per ser utilitzats com a marcadors potencials de la capacitat de creixement i condicions de cria de l'orada. En aquest sentit, les anàlisis d'isòtops estables s'han combinat amb altres metabòlics (activitats citocrom-c-oxidasa, COX, i citrat sintasa, CS) i els paràmetres de creixement (ARN/ADN). El conjunt de resultats obtinguts en els diferents estudis realitzats en aquest projecte demostra que el SIA, en combinació amb altres paràmetres metabòlics, pot servir com una eina eficaç per discriminar els peixos amb millor potencial de creixement, així com a marcador sensible de l'estat nutricional i d'engreix. D'altra banda, la combinació de l'anàlisi d'isòtops estables amb les eines emergents, com ara tècniques de proteòmica (2D-PAGE), ens proporciona nous coneixements sobre els canvis metabòlics que ocorren en els músculs dels peixos durant l‟increment del creixement muscular induït per l'exercici.