Zhang Haifeng, Lei Jinzhi
Department of Mathematical Sciences, Tsinghua University, Beijing 100084, China.
School of Mathematical Sciences, Center for Applied Mathematics, Tiangong University, Tianjin 300387, China.
Math Biosci Eng. 2022 Sep 14;19(12):13337-13373. doi: 10.3934/mbe.2022625.
Intratumor heterogeneity hinders the success of anti-cancer treatment due to the interaction between different types of cells. To recapitulate the communication of different types of cells, we developed a mathematical model to study the dynamic interaction between normal, drug-sensitive and drug-resistant cells in response to cancer treatment. Based on the proposed model, we first study the analytical conclusions, namely the nonnegativity and boundedness of solutions, and the existence and stability of steady states. Furthermore, to investigate the optimal treatment that minimizes both the cancer cells count and the total dose of drugs, we apply the Pontryagin's maximum(or minimum) principle (PMP) to explore the combination therapy strategy with either quadratic control or linear control functionals. We establish the existence and uniqueness of the quadratic control problem, and apply the forward-backward sweep method (FBSM) to solve the optimal control problems and obtain the optimal therapy scheme.
肿瘤内异质性由于不同类型细胞之间的相互作用而阻碍了抗癌治疗的成功。为了重现不同类型细胞之间的通讯,我们开发了一个数学模型来研究正常细胞、药物敏感细胞和耐药细胞在癌症治疗反应中的动态相互作用。基于所提出的模型,我们首先研究分析结论,即解的非负性和有界性,以及稳态的存在性和稳定性。此外,为了研究使癌细胞数量和药物总剂量最小化的最佳治疗方法,我们应用庞特里亚金极大(或极小)原理(PMP)来探索具有二次控制或线性控制泛函的联合治疗策略。我们建立了二次控制问题的存在性和唯一性,并应用前向-后向扫描方法(FBSM)来解决最优控制问题并获得最优治疗方案。