Bistability and Bifurcations of Tumor Dynamics with Immune Escape and the Chimeric Antigen Receptor T-Cell Therapy

IF 1.9 4区 数学 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Shaoli Wang, Tengfei Wang, Xiyan Bai, Shaoping Ji, Tianhai Tian
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引用次数: 0

Abstract

Tumor immune escape refers to the inability of the immune system to clear tumor cells, which is one of the major obstacles in designing effective treatment schemes for cancer diseases. Although clinical studies have led to promising treatment outcomes, it is imperative to design theoretical models to investigate the long-term treatment effects. In this paper, we develop a mathematical model to study the interactions among tumor cells, immune escape tumor cells, and T lymphocyte. The chimeric antigen receptor (CAR) T-cell therapy is also described by the mathematical model. Bifurcation analysis shows that there exists backward bifurcation and saddle-node bifurcation when the immune intensity is used as the bifurcation parameter. The proposed model also exhibits bistability when its parameters are located between the saddle-node threshold and backward bifurcation threshold. Sensitivity analysis is performed to illustrate the effects of different mechanisms on the backward bifurcation threshold and basic immune reproduction number. Simulation studies confirm the bifurcation analysis results and predict various types of treatment outcomes using different CAR T-cell therapy strengths. Analysis and simulation results show that the immune intensity can be used to control the tumor size, but it has no effect on the control of the immune escape tumor size. The introduction of the CAR T-cell therapy will reduce the immune escape tumor size and the treatment effect depends on the CAR T-cell therapy strength.

免疫逃逸和嵌合抗原受体 T 细胞疗法带来的肿瘤动态双稳态和分叉现象
肿瘤免疫逃逸是指免疫系统无法清除肿瘤细胞,这是设计癌症疾病有效治疗方案的主要障碍之一。虽然临床研究取得了可喜的治疗效果,但设计理论模型来研究长期治疗效果也势在必行。本文建立了一个数学模型来研究肿瘤细胞、免疫逃逸肿瘤细胞和 T 淋巴细胞之间的相互作用。数学模型还描述了嵌合抗原受体(CAR)T 细胞疗法。分岔分析表明,当使用免疫强度作为分岔参数时,存在向后分岔和鞍节点分岔。当参数位于鞍节点阈值和向后分叉阈值之间时,所提出的模型也表现出双稳态。通过敏感性分析,说明了不同机制对向后分叉阈值和基本免疫繁殖数的影响。模拟研究证实了分叉分析结果,并预测了使用不同 CAR T 细胞疗法强度的各类治疗结果。分析和模拟结果表明,免疫强度可以用来控制肿瘤大小,但对控制免疫逃逸肿瘤大小没有影响。CAR T 细胞疗法的引入将减少免疫逃逸肿瘤的大小,治疗效果取决于 CAR T 细胞疗法的强度。
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来源期刊
International Journal of Bifurcation and Chaos
International Journal of Bifurcation and Chaos 数学-数学跨学科应用
CiteScore
4.10
自引率
13.60%
发文量
237
审稿时长
2-4 weeks
期刊介绍: The International Journal of Bifurcation and Chaos is widely regarded as a leading journal in the exciting fields of chaos theory and nonlinear science. Represented by an international editorial board comprising top researchers from a wide variety of disciplines, it is setting high standards in scientific and production quality. The journal has been reputedly acclaimed by the scientific community around the world, and has featured many important papers by leading researchers from various areas of applied sciences and engineering. The discipline of chaos theory has created a universal paradigm, a scientific parlance, and a mathematical tool for grappling with complex dynamical phenomena. In every field of applied sciences (astronomy, atmospheric sciences, biology, chemistry, economics, geophysics, life and medical sciences, physics, social sciences, ecology, etc.) and engineering (aerospace, chemical, electronic, civil, computer, information, mechanical, software, telecommunication, etc.), the local and global manifestations of chaos and bifurcation have burst forth in an unprecedented universality, linking scientists heretofore unfamiliar with one another''s fields, and offering an opportunity to reshape our grasp of reality.
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