[go: up one dir, main page]

Showing posts with label fba. Show all posts
Showing posts with label fba. Show all posts

Friday, March 6, 2015

Procedure for Creating Metabolic Models from Sequenced Genomes




In the past, construction of quantitative metabolic flux models has been an extremely time-consuming process, requiring 12-18 months to create a bacterial model.  One of our main goals in designing the MetaFlux module for creating metabolic models within Pathway Tools has been to speed up this process by automating as many of its steps as possible, and by providing software power tools for debugging metabolic models (a viewpoint that was put forward by our colleague Jeremy Zucker).  We can now create metabolic models using MetaFlux in approximately 1 month.
 This blog surveys our recommended procedure for creating metabolic models from sequenced genomes using Pathway Tools.  

Thursday, February 26, 2015

Metabolic Modeling to Predict Organism Phenotypes


Here we explore one of the major applications of steady-state metabolic modeling: the prediction of organism growth rates under varying perturbations.  The two most common perturbations studied with metabolic models are variations in the nutrients available to the organism (e.g., changes in carbon source, nitrogen source, and oxygen availability), and the presence of gene knockouts.  These two perturbations can be combined since the effects of gene knockouts can be modeled under different nutrient mixes. 

Friday, January 30, 2015

Metabolic Modeling for Validation of Genome Annotations



A major advance in bioinformatics in the last decade is the rapidity with which we can now create quantitative metabolic models from sequenced genomes.  In this and future blog posts we will examine several applications of metabolic modeling.  This post introduces metabolic modeling, considers its use for validation of genome annotations, and proposes that construction of metabolic models can form a routine part of the genome annotation process.

Monday, May 2, 2011

FBA Tutorial Announcement

One of the exciting new features in the Pathway Tools 15.0 release is a Flux Balance Analysis (FBA) module.  FBA models are steady-state quantitative models of the metabolic network that can be used for predicting growth phenotypes under different nutrient conditions and under gene knock-outs.  An FBA model predicts the steady-state flux rates of metabolic reactions given a set of nutrients, secretions, and metabolites to produce (i.e. the biomass reaction), and the set of reactions in a PGDB.

There are two main tasks involved in flux balance analysis: developing a model, and then solving it.  Pathway Tools can aid in both of these tasks.  Developing an accurate FBA model might require the addition of new reactions to a PGDB, altering the directionality of some reactions, modifying the biomass reaction (which lists all the chemical components of the cellular biomass), and adding new nutrients and secretions. The Pathway Tools FBA module can guide the user by suggesting changes, such as possible new reactions to add to produce a needed compound.

Solving an FBA model involves determining the correct fluxes of reactions given a set of nutrients, secretions, and biomass metabolites to produce, and is performed once a feasible FBA model has been generated.  Pathway Tools uses the SCIP solver for this task.  Since the results of solving the model can point out problems in the original model, these two tasks, model-generation and solving, are often invoked in an iterative fashion. Results can also be viewed on the Cellular Overview Diagram.

We are pleased to announce that SRI will be hosting a tutorial on the new Pathway Tools module for generating and refining metabolic flux models using flux-balance analysis at SRI's main campus in Menlo Park, CA from June 21-22.  The purpose of the workshop is to describe the use of this new module in significant detail, to offer advice on strategies for refining FBA models, and to assist attendees in hands-on refinement of Pathway Tools based FBA models.

More details and registration are available at http://ptools-fba.eventbrite.com/  A remote online attendance option for the tutorial is available.

If you're at all interested in these new capabilities, please join us -- we'd love to see you!