Modular dynamic biomolecular modelling with bond graphs: the unification of stoichiometry, thermodynamics, kinetics and data

被引:10
|
作者
Gawthrop, Peter J. [1 ,2 ]
Pan, Michael [1 ,2 ,3 ]
Crampin, Edmund J. [1 ,2 ,3 ]
机构
[1] Univ Melbourne, Sch Math & Stat, Syst Biol Lab, Melbourne, Vic 3010, Australia
[2] Univ Melbourne, Dept Biomed Engn, Melbourne, Vic 3010, Australia
[3] Univ Melbourne, Sch Chem & Biomed Engn, ARC Ctr Excellence Convergent Bionano Sci & Techn, Melbourne, Vic 3010, Australia
基金
澳大利亚研究理事会;
关键词
biomolecular systems; stoichiometric models; thermodynamics; parameter estimation; bond graphs; modularity; NETWORK THERMODYNAMICS; COMPUTATIONAL MODEL; ENERGY; SYSTEMS; PATHWAY; BALANCE; CYCLES;
D O I
10.1098/rsif.2021.0478
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Renewed interest in dynamic simulation models of biomolecular systems has arisen from advances in genome-wide measurement and applications of such models in biotechnology and synthetic biology. In particular, genome-scale models of cellular metabolism beyond the steady state are required in order to represent transient and dynamic regulatory properties of the system. Development of such whole-cell models requires new modelling approaches. Here, we propose the energy-based bond graph methodology, which integrates stoichiometric models with thermodynamic principles and kinetic modelling. We demonstrate how the bond graph approach intrinsically enforces thermodynamic constraints, provides a modular approach to modelling, and gives a basis for estimation of model parameters leading to dynamic models of biomolecular systems. The approach is illustrated using a well-established stoichiometric model of Escherichia coli and published experimental data.
引用
收藏
页数:18
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