Bistability and Noise-Induced Evasion in Tumor-Immune Dynamics with Antigen Accumulation and Immune Escape

Abstract. Tumor-immune interactions are shaped by both antigenic heterogeneity and stochastic perturbations in the tumor microenvironment, yet the mathematical mechanisms underlying immune phase transitions remain poorly understood. We propose a four-compartment dynamical model that incorporates antigen accumulation and immune escape mutations. Bifurcation analysis reveals how the coupling of antigenic evolution and escape mechanisms dictates system bistability, providing a mechanistic explanation for heterogeneous immune outcomes during tumor progression. We identify a double-edged sword effect where elevated mutation rates facilitate both immune recognition and clonal escape. In the multistable regime, the stable manifold of a saddle point partitions the state space into distinct basins of attraction, determining the long-term fate of the system. We further analyze how stochastic fluctuations in the tumor microenvironment perturb these separatrices, potentially triggering irreversible state transitions. By characterizing the critical noise intensity and estimating the tipping time, we establish a mathematical framework for assessing noise-induced transitions. The model further predicts that increasing tumor cell death can improve system resilience to stochastic perturbations, whereas stronger immune pressure may facilitate immune escape—highlighting the nonlinear and nonmonotonic nature of tumor-immune dynamics.

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Publication Details

Journal
SIAM Journal on Applied Mathematics
Published
2026-10-08
DOI
https://doi.org/10.1137/25m1794942
Primary Topic
Mathematical Biology Tumor Growth
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article
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article

Bistability and Noise-Induced Evasion in Tumor-Immune Dynamics with Antigen Accumulation and Immune Escape

Da Zhou, Chunjin Wei, Shaoqing Chen, Mengfan Tan
SIAM Journal on Applied Mathematics
Mathematical Biology Tumor Growth
article

Bistability and Noise-Induced Evasion in Tumor-Immune Dynamics with Antigen Accumulation and Immune Escape

Da Zhou, Chunjin Wei, Shaoqing Chen, Mengfan Tan
article en

Abstract

Abstract. Tumor-immune interactions are shaped by both antigenic heterogeneity and stochastic perturbations in the tumor microenvironment, yet the mathematical mechanisms underlying immune phase transitions remain poorly understood. We propose a four-compartment dynamical model that incorporates antigen accumulation and immune escape mutations. Bifurcation analysis reveals how the coupling of antigenic evolution and escape mechanisms dictates system bistability, providing a mechanistic explanation for heterogeneous immune outcomes during tumor progression. We identify a double-edged sword effect where elevated mutation rates facilitate both immune recognition and clonal escape. In the multistable regime, the stable manifold of a saddle point partitions the state space into distinct basins of attraction, determining the long-term fate of the system. We further analyze how stochastic fluctuations in the tumor microenvironment perturb these separatrices, potentially triggering irreversible state transitions. By characterizing the critical noise intensity and estimating the tipping time, we establish a mathematical framework for assessing noise-induced transitions. The model further predicts that increasing tumor cell death can improve system resilience to stochastic perturbations, whereas stronger immune pressure may facilitate immune escape—highlighting the nonlinear and nonmonotonic nature of tumor-immune dynamics.

SIAM Journal on Applied MathematicsVol. 86(5)
Jimei University (CN), Xiamen University (CN)
Good health and well-being
Openalex Percentile: Top 99%
Mathematical Biology Tumor Growth
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Bistability and Noise-Induced Evasion in Tumor-Immune Dynamics with Antigen Accumulation and Immune Escape — Da Zhou, Chunjin Wei, et al. · SIAM Journal on Applied Mathematics (2026) | TGRS Research Map | TGRS