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Mathematical modeling of drug resistance in heterogeneous cancer cell populations | |
Bao, Kangbo1,2; Liang, Guizhen3; Tian, Tianhai4; Zhang, Xingan2 | |
2023-12-23 | |
在线发表日期 | 2023-12 |
发表期刊 | INTERNATIONAL JOURNAL OF BIOMATHEMATICS |
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. |
关键词 | Cancer drug resistance ACQUIRED-RESISTANCE differential equation MECHANISMS bistability EVOLUTION optimal treatment time DYNAMICS pre-existence MUTATION TUMORS |
DOI | 10.1142/S1793524523501012 |
收录类别 | SCIE |
ISSN | 1793-5245 |
语种 | 英语 |
WOS研究方向 | Mathematical & Computational Biology |
WOS类目 | Mathematical & Computational Biology |
WOS记录号 | WOS:001135500600001 |
出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
原始文献类型 | Article ; Early Access |
EISSN | 1793-7159 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.lzufe.edu.cn/handle/39EH0E1M/35666 |
专题 | 信息工程与人工智能学院 |
通讯作者 | Zhang, Xingan |
作者单位 | 1.Lanzhou Univ Finance & Econ, Sch Informat Engn & Artificial Intelligence, Lanzhou 730020, Peoples R China; 2.Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Peoples R China; 3.Xinxiang Univ, Sch Math & Informat Sci, Xinxiang 453003, Peoples R China; 4.Monash Univ, Sch Math Sci, Melbourne, Vic 3800, Australia |
第一作者单位 | 兰州财经大学 |
推荐引用方式 GB/T 7714 | Bao, Kangbo,Liang, Guizhen,Tian, Tianhai,et al. Mathematical modeling of drug resistance in heterogeneous cancer cell populations[J]. INTERNATIONAL JOURNAL OF BIOMATHEMATICS,2023. |
APA | Bao, Kangbo,Liang, Guizhen,Tian, Tianhai,&Zhang, Xingan.(2023).Mathematical modeling of drug resistance in heterogeneous cancer cell populations.INTERNATIONAL JOURNAL OF BIOMATHEMATICS. |
MLA | Bao, Kangbo,et al."Mathematical modeling of drug resistance in heterogeneous cancer cell populations".INTERNATIONAL JOURNAL OF BIOMATHEMATICS (2023). |
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