Using Active Matter to Introduce Spatial Heterogeneity to the Susceptible-Infected-Recovered Model of Epidemic Spreading
arXiv:2203.13341 · doi:10.1038/s41598-022-15223-5
Abstract
The widely used susceptible-infected-recovered (S-I-R) epidemic model assumes a uniform, well-mixed population, and incorporation of spatial heterogeneities remains a major challenge. Understanding failures of the mixing assumption is important for designing effective disease mitigation approaches. We combine a run-and-tumble self-propelled active matter system with an S-I-R model to capture the effects of spatial disorder. Working in the motility-induced phase separation regime both with and without quenched disorder, we find two epidemic regimes. For low transmissibility, quenched disorder lowers the frequency of epidemics and increases their average duration. For high transmissibility, the epidemic spreads as a front and the epidemic curves are less sensitive to quenched disorder; however, within this regime it is possible for quenched disorder to enhance the contagion by creating regions of higher particle densities. We discuss how this system could be realized using artificial swimmers with mobile optical traps operated on a feedback loop.
9 pages, 8 figures
References in corpus (17)
- Epidemic processes in complex networks
- Active Particles in Complex and Crowded Environments
- Motility-Induced Phase Separation
- Athermal Phase Separation of Self-Propelled Particles with no Alignment
- Bacterial hopping and trapping in porous media
- Phototaxis of synthetic microswimmers in optical landscapes
- Predicting the size and probability of epidemics in a population with heterogeneous infectiousness and susceptibility
- Active Matter Transport and Jamming on Disordered Landscapes
- Disease spreading in populations of moving agents
- Effects of social distancing and isolation on epidemic spreading: a dynamical density functional theory model
- Dynamic Phases of Active Matter Systems with Quenched Disorder
- Dynamics and Steady States in excitable mobile agent systems
- Understanding Contagion Dynamics through Microscopic Processes in Active Brownian Particles
- Information and motility exchange in collectives of active particles
- Particle velocity controls phase transitions in contagion dynamics
- Reaction processes among self-propelled particles
- Rough infection fronts in a random medium
Cited by in corpus (5)
- Efficient control protocols for an active Ornstein-Uhlenbeck particle
- Transition from Susceptible-Infected to Susceptible-Infected-Recovered Dynamics in a Susceptible-Cleric-Zombie-Recovered Active Matter Model
- A generic coupling between internal states and activity leads to activation fronts and criticality in active systems
- The influence of active agent motility on SIRS epidemiological dynamics
- Effects of lattice dilution on the non-equilibrium phase transition in the stochastic Susceptible-Infectious-Recovered model