A computational procedure for optimal engineering interventions using kinetic models of metabolism.

Biotechnol Prog

Department of Chemical Engineering, The Pennsylvania State University, University Park, Pennsylvania 16802, USA.

Published: February 2007

AI Article Synopsis

  • The paper introduces a computational method to figure out which genes or enzymes to modify in order to improve the production of a desired product in microbial strains.
  • It uses a combination of theoretical modeling and mixed-integer linear programming (MILP) to optimize interventions, including the elimination or adjustment of reactions and enzyme levels.
  • The method is illustrated with a model of E. coli focused on increasing serine production, and is applicable to any metabolic system with a known kinetic model.

Article Abstract

The identification of optimal intervention strategies is a key step in designing microbial strains with enhanced capabilities. In this paper, we propose a general computational procedure to determine which genes/enzymes should be eliminated, repressed or overexpressed to maximize the flux through a product of interest for general kinetic models. The procedure relies on the generalized linearization of a kinetic description of the investigated metabolic system and the iterative application of mixed-integer linear programming (MILP) optimization to hierarchically identify all engineering interventions allowing for reaction eliminations and/or enzyme level modulations. The effect of the magnitude of the allowed changes in concentrations and enzyme levels is investigated, and a variant of the method to explore high-fold changes in enzyme levels is also analyzed. The proposed framework is demonstrated using a kinetic model modeling part of the central carbon metabolism of E. coli for serine overproduction. The proposed computational procedure is a general approach that can be applied to any metabolic system for which a kinetic description is provided.

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Source
http://dx.doi.org/10.1021/bp060156oDOI Listing

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