Analyzing the impact of proliferation and treatment parameters on low-grade glioma growth using mathematical models

IF 2.9 3区 数学 Q1 MATHEMATICS, APPLIED Physica D: Nonlinear Phenomena Pub Date : 2025-02-01 Epub Date: 2024-12-24 DOI:10.1016/j.physd.2024.134491
M. Bodnar , M. Vela-Pérez , A. Tryniecka-Maciążek
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Abstract

Low-grade gliomas (LGGs) are characterized by their slow growth and infiltrative nature, making complete surgical resection challenging and often resulting in the need for adjunctive therapies. This study introduces a mathematical model appeared in Ribba et al. (2012) aimed at elucidating the growth patterns of LGGs and their response to chemotherapy. Our model undergoes validation against clinical data, demonstrating its efficacy in accurately describing real patient data. Through mathematical analysis, we establish the existence of a unique non-negative solution and delve into the stability of steady-state solutions. Notably, we establish the global stability of a tumor-free equilibrium under conditions of sufficiently robust constant and asymptotically dynamics in the case of periodic treatment. Additionally, a sensitivity analysis highlights the proliferation rate as the primary determinant of model outcomes. Finally, numerical simulations are employed to explore the stability of the fitting procedure.
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利用数学模型分析增殖和治疗参数对低级别胶质瘤生长的影响
低级别胶质瘤(LGGs)的特点是其生长缓慢和浸润性,使得完全手术切除具有挑战性,并且经常导致需要辅助治疗。本研究引入了Ribba等人(2012)提出的数学模型,旨在阐明lgg的生长模式及其对化疗的反应。我们的模型经过了临床数据的验证,证明了它在准确描述真实患者数据方面的有效性。通过数学分析,建立了唯一非负解的存在性,并研究了稳态解的稳定性。值得注意的是,在周期治疗的情况下,我们建立了在足够鲁棒常数和渐近动力学条件下无肿瘤平衡的全局稳定性。此外,敏感性分析强调增殖率是模型结果的主要决定因素。最后,通过数值模拟验证了拟合过程的稳定性。
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来源期刊
Physica D: Nonlinear Phenomena
Physica D: Nonlinear Phenomena 物理-物理:数学物理
CiteScore
7.30
自引率
7.50%
发文量
213
审稿时长
65 days
期刊介绍: Physica D (Nonlinear Phenomena) publishes research and review articles reporting on experimental and theoretical works, techniques and ideas that advance the understanding of nonlinear phenomena. Topics encompass wave motion in physical, chemical and biological systems; physical or biological phenomena governed by nonlinear field equations, including hydrodynamics and turbulence; pattern formation and cooperative phenomena; instability, bifurcations, chaos, and space-time disorder; integrable/Hamiltonian systems; asymptotic analysis and, more generally, mathematical methods for nonlinear systems.
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