Catching a wave: on the suitability of traveling-wave solutions in epidemiological modeling
Catching a wave: on the suitability of traveling-wave solutions in epidemiological modeling
Abstract Ordinary differential equation models such as the classical SIR model are widely used in epidemiology to study and predict infectious disease dynamics. However, these models typically assume that populations are homogeneously mixed, disregarding possible variations in disease prevalence due to spatial heterogeneity. To address this issue, reaction-diffusion models have been proposed as an alternative approach for modeling spatially continuous populations in which individuals move in a diffusive manner. In this study, we explore the conditions under which such spatial structure must be explicitly considered to accurately predict disease spread, and when the assumption of homogeneous mixing remains adequate. In particular, we derive a critical threshold for the diffusion coefficient below which disease transmission dynamics display spatial heterogeneity. We validate our analytical results with individual-based simulations of disease transmission across a two-dimensional continuous landscape. Using this framework, we further explore how key epidemiological parameters such as the establishment probability of a disease, its maximal incidence, and its final epidemic size are affected by incorporating spatial structure in SI, SIS, and SIR models. We discuss the implications of our findings for epidemiological modeling and identify design considerations and limitations for spatial simulation models of disease dynamics.
Murdock Courtney C.、Messer Philipp W.、Langm¨1ller Anna M.、Hermisson Joachim
Cornell University, Department of EntomologyCornell University, Department of Computational BiologyCornell University, Department of Computational Biology||University of Vienna, Department of MathematicsUniversity of Vienna, Department of Mathematics||Max Perutz Labs, Vienna Biocenter Campus
医药卫生理论医学研究方法生物科学理论、生物科学方法
ordinary differential equationsdiffusion theoryspatial disease modelingindividual-based simulationsSI/SIS/SIR model
Murdock Courtney C.,Messer Philipp W.,Langm¨1ller Anna M.,Hermisson Joachim.Catching a wave: on the suitability of traveling-wave solutions in epidemiological modeling[EB/OL].(2025-03-28)[2025-05-29].https://www.biorxiv.org/content/10.1101/2023.06.23.546298.点此复制
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