Exploring the Dynamics of Nonlinear Biochemical Systems using Control-Based Continuation
Brandon Gomes, Irene de CesareiD, Agostino GuarinoiD, Mario di BernardoiD, Ludovic RensoniD, Lucia MarucciiD
Abstract
AO_SCPLOWBSTRACTC_SCPLOWMathematical modelling is routinely used in Systems Biology to understand the mechanisms causing nonlinear phenomena in gene expression, such as switch-like behaviours and temporal oscillations. The reliability of model predictions and bifurcation analysis depend on modelling assumptions and specific choices of model parameters; however, the identification of models is highly challenging due to the complexity of biochemical interactions and noise in experimental data. This paper numerically investigates the use of control-based continuation (CBC) for tracking dynamical features of biochemical systems and, in particular, the bistable dynamics of a gene regulating pluripotency in embryonic stem cells. CBC is a method that exploits feedback control and path following algorithms to explore the dynamic features of a nonlinear physical system directly during experimental tests. CBC applications have so far been limited to non-living (i.e. electro-mechanical) systems. Our numerical simulations show that, in principle, CBC could also be applied to biological experiments to characterise the switch-like dynamics of genes that are important for cell decision making.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Control-based continuation: a new approach to prototype synthetic gene networks
Irene de Cesare, Davide Salzano, … Lucia Marucci·ACS Synthetic BiologyPeer-reviewed·Jun 22, 2022
- Control mechanisms for stochastic biochemical systems via computation of reachable sets
Eszter Lakatos, Michael P. H. Stumpf·Royal Society Open SciencePeer-reviewed·Aug 1, 2017
- Design of a biomolecular adaptive controller to restore sustained periodic behavior
Frank Britto Bisso, Subham Dey, … Christian Cuba Samaniego·bioRxiv·Oct 11, 2024
- Identifying (un)controllable dynamical behavior in complex networks
Jordan C. Rozum, Réka Albert·PLoS Computational BiologyPeer-reviewed·Dec 10, 2018
- Controlled bio-inspired self-organised criticality
T. olde Scheper·PLOS ONEPeer-reviewed·Jan 24, 2022
- A Parametric Robustness versus Dynamic Sensitivity Paradox in a Bistable Biomolecular Circuit
Gunjan Chorasiya, Rudra Prakash, Shaunak Sen·bioRxiv·Jan 21, 2025