Department of Mathematics, Konkuk University, Seoul, Republic of Korea.
Radiological and Medico-Oncological Sciences, University of Science and Technology, Seoul, Republic of Korea.
PLoS Comput Biol. 2021 Oct 20;17(10):e1009457. doi: 10.1371/journal.pcbi.1009457. eCollection 2021 Oct.
Acute administration of trastuzumab (TZB) may induce various forms of cognitive impairment. These cancer-related cognitive changes (CRCC) are regulated by an adverse biological process involving cancer stem cells (CSCs) and IL-6. Recent studies have reported that atorvastatin (ATV) may change the dynamic of cognitive impairment in a combination (TZB+ATV) therapy. In this study, we investigate the mutual interactions between cancer stem cells and the tumor cells that facilitate cognitive impairment during long term TZB therapy by developing a mathematical model that involves IL-6 and the key apoptotic regulation. These include the densities of tumor cells and CSCs, and the concentrations of intracellular signaling molecules (NFκB, Bcl-2, BAX). We apply the mathematical model to a single or combination (ATV+TZB) therapy used in the experiments to demonstrate that the CSCs can enhance CRCC by secreting IL-6 and ATV may interfere the whole regulation. We show that the model can both reproduce the major experimental observation on onset and prevention of CRCC, and suggest several important predictions to guide future experiments with the goal of the development of new anti-tumor and anti-CRCC strategies. Moreover, using this model, we investigate the fundamental mechanism of onset of cognitive impairment in TZB-treated patients and the impact of alternating therapies on the anti-tumor efficacy and intracellular response to different treatment schedules.
曲妥珠单抗(TZB)的急性给药可能会引起各种形式的认知障碍。这些与癌症相关的认知变化(CRCC)受涉及癌症干细胞(CSCs)和 IL-6 的不利生物学过程调节。最近的研究报告称,阿托伐他汀(ATV)可能会改变 TZB 联合治疗中认知障碍的动态。在这项研究中,我们通过开发一个涉及 IL-6 和关键凋亡调节的数学模型,研究了癌症干细胞与促进长期 TZB 治疗期间认知障碍的肿瘤细胞之间的相互作用。这些包括肿瘤细胞和 CSCs 的密度,以及细胞内信号分子(NFκB、Bcl-2、BAX)的浓度。我们将数学模型应用于实验中的单一或联合(ATV+TZB)治疗中,以证明 CSCs 可以通过分泌 IL-6 来增强 CRCC,而 ATV 可能会干扰整个调节。我们表明,该模型既能再现 CRCC 发病和预防的主要实验观察结果,又能提出一些重要的预测,以指导未来的实验,从而制定新的抗肿瘤和抗 CRCC 策略。此外,我们使用该模型研究了 TZB 治疗患者认知障碍发病的基本机制,以及交替治疗对不同治疗方案的抗肿瘤疗效和细胞内反应的影响。