A topological mechanism for robust and efficient global oscillations in biological networks
arXiv:2302.11503 · doi:10.1038/s41467-024-50510-x
Abstract
Long and stable timescales are often observed in complex biochemical networks, such as in emergent oscillations. How these robust dynamics persist remains unclear, given the many stochastic reactions and shorter time scales demonstrated by underlying components. We propose a topological model that produces long oscillations around the network boundary, reducing the system dynamics to a lower-dimensional current in a robust manner. Using this to model KaiC, which regulates the circadian rhythm in cyanobacteria, we compare the coherence of oscillations to that in other KaiC models. Our topological model localizes currents on the system edge, with an efficient regime of simultaneously increased precision and decreased cost. Further, we introduce a new predictor of coherence from the analysis of spectral gaps, and show that our model saturates a global thermodynamic bound. Our work presents a new mechanism and parsimonious description for robust emergent oscillations in complex biological networks.
References in corpus (16)
- Classification of topological quantum matter with symmetries
- Dimensionality and dynamics in the behavior of C. elegans
- Novel Topological Phase with Zero Berry Curvature
- The Physical Origins of Entropy Production, Free Energy Dissipation and their Mathematical Representations
- An allosteric model of KaiC phosphorylation
- Getting More from Pushing Less: Negative Specific Heat and Conductivity in Non-equilibrium Steady States
- Nonequilibrium thermodynamics of coupled molecular oscillators: The energy cost and optimal design for synchronization
- Topological localization in out-of-equilibrium dissipative systems
- Topologically protected modes in non-equilibrium stochastic systems
- Coherence of Biochemical Oscillations is Bounded by Driving Force and Network Topology
- Interaction effects on 1D fermionic symmetry protected topological phases
- A Thermodynamically consistent model of the post-translational Kai circadian clock
- The Thermodynamic Uncertainty Relation in Biochemical Oscillations
- Effective learning is accompanied by high dimensional and efficient representations of neural activity
- Forcing inertial Brownian motors: efficiency and negative differential mobility
- Affinity-dependent bound on the spectrum of stochastic matrices
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- Topological edge flows drive macroscopic re-organization in magnetic colloids
- Thermodynamic Geometric Constraint on the Spectrum of Markov Rate Matrices
- -functions, synchronization, and Arnold tongues for coupled stochastic oscillators
- Designing topological cluster synchronization patterns with the Dirac operator
- Topology of the simplest gene switch
- Microcanonical ensemble out of equilibrium