Modelling networks of biochemical reactions

نویسندگان

  • Mikołaj Rybiński
  • Anna Gambin
چکیده

Author's declaration: aware of legal responsibility I hereby declare that I have written this dis-sertation myself and all the contents of the dissertation have been obtained by legal means. Abstract The process in which a mathematical model of a molecular biological system is formulated and refined helps to articulate hypotheses and thereby supports the design of experiments to validate these hypotheses and the model itself. Once the model is validated it is used to speculate about mechanisms underlying a cell function of interest. In this disser-tation we describe and apply methods valid in a general framework of spatially homogeneous models of biochemical reactions networks. However , our focus is set specifically on practical applications to models of intracellular signalling pathways. We start with selecting the most plausible variant of a JAK-STAT pathway activation mechanism. Solution of this model selection task is based solely on a deterministic mathematical framework, represented by the ordinary differential equations. Moreover, here we exert a concept of ro-bustness based on the sensitivity analysis. Next, we extend the range of mathematical models of biochemical reactions network to a spatially homogeneous stochastic variant, represented by the continuous-time Markov process. To that end, we apply the probabilistic model checking technique to a simple enzymatic reaction model, exploring an idea of a property-specific sensitivity analysis. On this occasion, we have developed a supporting open source software named Tav4SB, used for scientific cloud computing. Finally, we exploit both deterministic and stochastic methods in a case study based on the heat-shock response model. We investigate the thermotolerance phenomenon and the effect of a combined hyperther-mia and a drug therapy of cancer. In principle, our results demonstrate feasibility and practical potential of techniques such as the sensitivity analysis and probabilistic model checking, as well as potential of a standardised, easily-accessible software, in the context of analysis of kinetic models of biological systems.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Numerical modeling for nonlinear biochemical reaction networks

Nowadays, numerical models have great importance in every field of science, especially for solving the nonlinear differential equations, partial differential equations, biochemical reactions, etc. The total time evolution of the reactant concentrations in the basic enzyme-substrate reaction is simulated by the Runge-Kutta of order four (RK4) and by nonstandard finite difference (NSFD) method. A...

متن کامل

SABIO-RK: A data warehouse for biochemical reactions and their kinetics

Systems biology is an emerging field that aims at obtaining a system-level understanding of biological processes. The modelling and simulation of networks of biochemical reactions have great and promising application potential but require reliable kinetic data. In order to support the systems biology community with such data we have developed SABIO-RK (System for the Analysis of Biochemical Pat...

متن کامل

Computational steering of multi-scale biochemical networks

Computational steering is an interactive remote control of a long running application. The user can adopt it to adjust the simulation parameters on the fly. Correspondingly, simulation of large scale biochemical networks is computationally expensive, particularly stochastic and hybrid simulation. Such extremely intensive computations necessitate an interactive mechanism to permit users to try d...

متن کامل

A Computational Method for Reconstructing Gapless Metabolic Networks

We propose a computational method for reconstructing metabolic networks. The method utilizes optimization techniques and graph traversal algorithms to discover a set of biochemical reactions that is most likely catalyzed by the enzymatic genes of the target organism. Unlike most existing computational methods for metabolic reconstruction, our method generates networks that are structurally cons...

متن کامل

Interaction Models for Biochemical Reactions

This paper presents a stochastic modelling framework for complex biochemical reaction networks from a component-based perspective. Our approach takes into account the discrete character of quantities of participating entities (i.e. the individual populations of the involved chemical species) and the inherent probabilistic nature of microscopic molecular collisions. We collect all instances of o...

متن کامل

Conditions for duality between fluxes and concentrations in biochemical networks.

Mathematical and computational modelling of biochemical networks is often done in terms of either the concentrations of molecular species or the fluxes of biochemical reactions. When is mathematical modelling from either perspective equivalent to the other? Mathematical duality translates concepts, theorems or mathematical structures into other concepts, theorems or structures, in a one-to-one ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2012