Dynamics and bifurcations in a model of chronic myeloid leukemia with optimal immune response windows.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-08-23 DOI:10.1007/s00285-024-02135-3
Artur César Fassoni, Claudio Vidal Diaz, Denis de Carvalho Braga, Jorge Luis Gutierrez Santos
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Abstract

Chronic Myeloid Leukemia is a blood cancer for which standard therapy with Tyrosine-Kinase Inhibitors is successful in the majority of patients. After discontinuation of treatment half of the well-responding patients either present undetectable levels of tumor cells for a long time or exhibit sustained fluctuations of tumor load oscillating at very low levels. Motivated by the consequent question of whether the observed kinetics reflect periodic oscillations emerging from tumor-immune interactions, in this work, we analyze a system of ordinary differential equations describing the immune response to CML where both the functional response against leukemia and the immune recruitment exhibit optimal activation windows. Besides investigating the stability of the equilibrium points, we provide rigorous proofs that the model exhibits at least two types of bifurcations: a transcritical bifurcation around the tumor-free equilibrium point and a Hopf bifurcation around a biologically plausible equilibrium point, providing an affirmative answer to our initial question. Focusing our attention on the Hopf bifurcation, we examine the emergence of limit cycles and analyze their stability through the calculation of Lyapunov coefficients. Then we illustrate our theoretical results with numerical simulations based on clinically relevant parameters. Besides the mathematical interest, our results suggest that the fluctuating levels of low tumor load observed in CML patients may be a consequence of periodic orbits arising from predator-prey-like interactions.

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具有最佳免疫反应窗口的慢性髓性白血病模型的动力学和分叉。
慢性粒细胞白血病是一种血癌,酪氨酸激酶抑制剂的标准疗法对大多数患者都有疗效。停止治疗后,半数反应良好的患者要么长期检测不到肿瘤细胞,要么肿瘤负荷持续波动,在很低的水平上震荡。在这项工作中,我们分析了一个描述 CML 免疫反应的常微分方程系统,在该系统中,针对白血病的功能反应和免疫招募都表现出最佳激活窗口。除了研究平衡点的稳定性之外,我们还提供了严格的证明,证明该模型至少表现出两种分岔:围绕无肿瘤平衡点的跨临界分岔和围绕生物学上合理的平衡点的霍普夫分岔,从而为我们最初的问题提供了肯定的答案。我们将注意力集中在霍普夫分岔上,研究极限循环的出现,并通过计算 Lyapunov 系数分析其稳定性。然后,我们通过基于临床相关参数的数值模拟来说明我们的理论结果。除了数学上的意义,我们的结果还表明,在 CML 患者中观察到的低肿瘤负荷波动水平可能是捕食者-猎物类相互作用产生的周期性轨道的结果。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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