Qualitative dynamics of chemical reaction networks: an investigation using partial tropical equilibrations
Aur\'elien Desoeuvres, Peter Szmolyan, Ovidiu Radulescu

TL;DR
This paper introduces a method using partial tropical equilibration solutions to analyze the qualitative dynamics of chemical reaction networks, enabling symbolic representation and model reduction, demonstrated on a cell cycle model.
Contribution
It presents an algorithmic approach to find partial tropical equilibrations that serve as proxies for symbolic states in mass-action networks with timescale separation.
Findings
Successfully applied to a biochemical cell cycle model
Provides a scalable way to perform model reduction
Enables symbolic dynamics representation of complex networks
Abstract
We discuss a method to describe the qualitative dynamics of chemical reaction networks in terms of symbolic dynamics. The method, that can be applied to mass-action reaction networks with separated timescales, uses solutions of the partial tropical equilibration problem as proxies for symbolic states. The partial tropical equilibration solutions are found algorithmically. These solutions also provide the scaling needed for slow-fast decomposition and model reduction. Any trace of the model can thus be represented as a sequence of local approximations of the full model. We illustrate the method using as case study a biochemical model of the cell cycle.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Code & Models
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsGene Regulatory Network Analysis · Protein Structure and Dynamics · Origins and Evolution of Life
