OPINION PAPER Evolutionary Constraint-Based Formulation Requires New Bi-level Solving Techniques

Constraint Based Methods had been successfully used to simulate genome-scale metabolic behaviors over a range of experimental conditions. In most applications, environmental constraints are parameterized, and the use of metabolic reactions and corresponding genes is the direct consequence of the tuning of these parameters.