Dynamics of granzyme B-induced apoptosis: mathematical modeling.
Apoptosis is mediated by an intracellular biochemical system that mainly includes proteins (procaspases, caspases, inhibitors, Bcl-2 protein family as well as substances released from mitochondrial intermembrane space). The dynamics of caspase activation and target cleavage in apoptosis induced by granzyme B in a single K562 cell was studied using a mathematical model of the dynamics of granzyme B-induced apoptosis developed in this work. Also the first application of optimization approach to determination of unknown kinetic constants of biochemical apoptotic reactions was presented. The optimization approach involves solving of two problems: direct and inverse. Solving the direct optimization problem, we obtain the initial (baseline) concentrations of procaspases for known kinetic constants through conditional minimization of a cost function based on the principle of minimum protein consumption by the apoptosis system. The inverse optimization problem is aimed at determination of unknown kinetic constants of apoptotic biochemical reactions proceeding from the condition that the optimal concentrations of procaspases resulting from the solution of the direct optimization problem coincide with the observed ones, that is, those determined by biochemical methods. The Multidimensional Index Method was used to perform numerical solution of the inverse optimization problem.
Golovchenko
Evdokia N
EN
Department of High-Performance Computing, Institute for Mathematical Modeling, Russian Academy of Sciences, Moscow, Russia.
Hanin
Leonid G
LG
Kaufmann
Scott H
SH
Tyurin
Kirill V
KV
Khanin
Mikhail A
MA
D017209:Apoptosis / Q000502:physiology*; D053804:Granzymes / Q000502:physiology*; D006801:Humans; D020014:K562 Cells; D008954:Models, Biological
D053804:Granzymes