Reverse engineering and identification in systems biology: strategies, perspectives and challenges

AF Villaverde, JR Banga - Journal of the Royal Society …, 2014 - royalsocietypublishing.org
The interplay of mathematical modelling with experiments is one of the central elements in
systems biology. The aim of reverse engineering is to infer, analyse and understand …

A tutorial on Chemical Reaction Networks dynamics

D Angeli - 2009 European Control Conference (ECC), 2009 - ieeexplore.ieee.org
Chemical Reaction Networks (CRN for short) can be effectively modeled by means of
nonlinear, parameter-dependent systems of ordinary differential equations. The uncertain …

Inference of complex biological networks: distinguishability issues and optimization-based solutions

G Szederkényi, JR Banga, AA Alonso - BMC systems biology, 2011 - Springer
Background The inference of biological networks from high-throughput data has received
huge attention during the last decade and can be considered an important problem class in …

Finding complex balanced and detailed balanced realizations of chemical reaction networks

G Szederkényi, KM Hangos - Journal of Mathematical Chemistry, 2011 - Springer
Reversibility, weak reversibility and deficiency, detailed and complex balancing are
generally not “encoded” in the kinetic differential equations but they are realization …

Identifiability of large nonlinear biochemical networks

AF Villaverde, A Barreiro - 2016 - repositorium.uminho.pt
Dynamic models formulated as a set of ordinary differential equations provide a detailed
description of the time-evolution of a system. Such models of (bio) chemical reaction …

Rigorously proven chaos in chemical kinetics

M Susits, J Tóth - Chaos: An Interdisciplinary Journal of Nonlinear …, 2024 - pubs.aip.org
This study addresses a longstanding question regarding the mathematical proof of chaotic
behavior in kinetic differential equations. Following the numerous numerical and …

Computing weakly reversible linearly conjugate chemical reaction networks with minimal deficiency

MD Johnston, D Siegel, G Szederkényi - Mathematical biosciences, 2013 - Elsevier
Mass-action kinetics is frequently used in systems biology to model the behavior of
interacting chemical species. Many important dynamical properties are known to hold for …

Linear conjugacy of chemical reaction networks

MD Johnston, D Siegel - Journal of mathematical chemistry, 2011 - Springer
Under suitable assumptions, the dynamic behaviour of a chemical reaction network is
governed by an autonomous set of polynomial ordinary differential equations over …

A linear programming approach to weak reversibility and linear conjugacy of chemical reaction networks

MD Johnston, D Siegel, G Szederkényi - Journal of Mathematical …, 2012 - Springer
A numerically effective procedure for determining weakly reversible chemical reaction
networks that are linearly conjugate to a known reaction network is proposed in this paper …

Realizations of kinetic differential equations

G Craciun, MD Johnston, G Szederkényi… - arxiv preprint arxiv …, 2019 - arxiv.org
The induced kinetic differential equation of a reaction network endowed with mass action
type kinetics is a system of polynomial differential equations. The problem studied here is …