TY - JOUR
T1 - Mechanistic explanations and models in molecular systems biology
AU - Boogerd, F.C.
AU - Bruggeman, F.J.
AU - Richardson, R.C.
PY - 2013
Y1 - 2013
N2 - Mechanistic models in molecular systems biology are generally mathematical models of the action of networks of biochemical reactions, involving metabolism, signal transduction, and/or gene expression. They can be either simulated numerically or analyzed analytically. Systems biology integrates quantitative molecular data acquisition with mathematical models to design new experiments, discriminate between alternative mechanisms and explain the molecular basis of cellular properties. At the heart of this approach are mechanistic models of molecular networks. We focus on the articulation and development of mechanistic models, identifying five constraints which guide the articulation of models in molecular systems biology. These constraints are not independent of one another, with the result that modeling becomes an iterative process. We illustrate the use of these constraints in the modeling of the mechanism for bistability in the lac operon. © 2013 Springer Science+Business Media Dordrecht.
AB - Mechanistic models in molecular systems biology are generally mathematical models of the action of networks of biochemical reactions, involving metabolism, signal transduction, and/or gene expression. They can be either simulated numerically or analyzed analytically. Systems biology integrates quantitative molecular data acquisition with mathematical models to design new experiments, discriminate between alternative mechanisms and explain the molecular basis of cellular properties. At the heart of this approach are mechanistic models of molecular networks. We focus on the articulation and development of mechanistic models, identifying five constraints which guide the articulation of models in molecular systems biology. These constraints are not independent of one another, with the result that modeling becomes an iterative process. We illustrate the use of these constraints in the modeling of the mechanism for bistability in the lac operon. © 2013 Springer Science+Business Media Dordrecht.
U2 - 10.1007/s10699-012-9302-y
DO - 10.1007/s10699-012-9302-y
M3 - Article
SN - 1233-1821
VL - 18
SP - 725
EP - 744
JO - Foundations of Science
JF - Foundations of Science
ER -