The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges
De Martino A, De Martino D, Marinari E. 2019.The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges. In: Chemical Kinetics. , 455–471.
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Author
De Martino, A;
De Martino, DanieleISTA
;
Marinari, E
Department
Abstract
Quantitative studies of cell metabolism are often based on large chemical reaction network models. A steady-state approach is suited to analyze 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 simple 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.
Publishing Year
Date Published
2019-09-01
Book Title
Chemical Kinetics
Publisher
World Scientific Publishing
Page
455-471
ISBN
IST-REx-ID
Cite this
De Martino A, De Martino D, Marinari E. The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges. In: Chemical Kinetics. World Scientific Publishing; 2019:455-471. doi:10.1142/9781786347015_0018
De Martino, A., De Martino, D., & Marinari, E. (2019). The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges. In Chemical Kinetics (pp. 455–471). World Scientific Publishing. https://doi.org/10.1142/9781786347015_0018
De Martino, A, Daniele De Martino, and E Marinari. “The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges.” In Chemical Kinetics, 455–71. World Scientific Publishing, 2019. https://doi.org/10.1142/9781786347015_0018.
A. De Martino, D. De Martino, and E. Marinari, “The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges,” in Chemical Kinetics, World Scientific Publishing, 2019, pp. 455–471.
De Martino A, De Martino D, Marinari E. 2019.The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges. In: Chemical Kinetics. , 455–471.
De Martino, A., et al. “The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational Challenges.” Chemical Kinetics, World Scientific Publishing, 2019, pp. 455–71, doi:10.1142/9781786347015_0018.
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arXiv 1902.07129
