常微分方程
颂歌
双稳态
灵敏度(控制系统)
应用数学
数学
数学模型
动力学(音乐)
微分方程
计算机科学
数学优化
生物系统
统计物理学
生物
统计
数学分析
物理
量子力学
工程类
声学
电子工程
作者
Kangbo Bao,Guizhen Liang,Tianhai Tian,Xingan Zhang
标识
DOI:10.1142/s1793524523501012
摘要
Drug resistance is one of the most intractable issues associated with cancer treatment in clinical practice. Mathematical models provide an analytic framework for facilitating the understanding of resistance evolution dynamics and the design of cancer clinical trial. In this paper, we develop an elementary, compartmental mathematical model for absolute drug resistance, focusing on the effects of point mutations in genetic drivers of malignancy. A set of ordinary differential equations (ODEs) is used to describe the dynamics of competing heterogeneous cancer cell populations while taking account of pharmacokinetics. All possible equilibria and their local geometric properties are analyzed, with the result suggests that the system exhibits bistable dynamics. The existence of optimal treatment time is discussed. To identify the critical parameters which influence cellular dynamics, we also perform parameter sensitivity analysis. Finally, numerical simulations are presented to verify the feasibilities of our analytical results and to find that the pre-existence of resistant cell phenotypes contributes more than resistant mutants generated during the treatment phase.
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