Quantitative studies of cell metabolism are often based on large chemi- cal reaction network models. A steady-state approach is suited to ana- lyze phenomena on the timescale of cell growth and circumvents the problem of incomplete experimental knowledge on kinetic laws and parameters, but it should be supported by a correct implementation of thermodynamic constraints. In this chapter, we review the latter aspect, highlighting its computational challenges and physical insights. The sim- ple introduction of Gibbs inequalities avoids the presence of unfeasible loops allowing for correct timescale analysis, but leads to possibly non- convex feasible flux spaces whose exploration needs efficient algorithms. We briefly review the implementation of thermodynamics through variational principles in constraint-based models of metabolic networks.
The essential role of thermodynamics in metabolic network modeling: physical insights and computational challenges / De Martino, A.; De Martino, D.; Marinari, E.. - (2019), pp. 455-471. [10.1142/q0209].
The essential role of thermodynamics in metabolic network modeling: physical insights and computational challenges
Marinari, E.
2019
Abstract
Quantitative studies of cell metabolism are often based on large chemi- cal reaction network models. A steady-state approach is suited to ana- lyze phenomena on the timescale of cell growth and circumvents the problem of incomplete experimental knowledge on kinetic laws and parameters, but it should be supported by a correct implementation of thermodynamic constraints. In this chapter, we review the latter aspect, highlighting its computational challenges and physical insights. The sim- ple introduction of Gibbs inequalities avoids the presence of unfeasible loops allowing for correct timescale analysis, but leads to possibly non- convex feasible flux spaces whose exploration needs efficient algorithms. We briefly review the implementation of thermodynamics through variational principles in constraint-based models of metabolic networks.File | Dimensione | Formato | |
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