Lee Jonggul, Lee Donggu, Kim Yangjin
Pierre Louis Institute of Epidemiology and Public Health, Paris 75012, France.
Department of Mathematics, Konkuk University, Seoul 05029, Republic of Korea.
R Soc Open Sci. 2021 Sep 29;8(9):210594. doi: 10.1098/rsos.210594. eCollection 2021 Sep.
In various diseases, the STAT family display various cellular controls over various challenges faced by the immune system and cell death programs. In this study, we investigate how an intracellular signalling network (STAT1, STAT3, Bcl-2 and BAX) regulates important cellular states, either anti-apoptosis or apoptosis of cancer cells. We adapt a mathematical framework to illustrate how the signalling network can generate a bi-stability condition so that it will induce either apoptosis or anti-apoptosis status of tumour cells. Then, we use this model to develop several anti-tumour strategies including IFN-β infusion. The roles of JAK-STATs signalling in regulation of the cell death program in cancer cells and tumour growth are poorly understood. The mathematical model unveils the structure and functions of the intracellular signalling and cellular outcomes of the anti-tumour drugs in the presence of IFN-β and JAK stimuli. We identify the best injection order of IFN-β and DDP among many possible combinations, which may suggest better infusion strategies of multiple anti-cancer agents at clinics. We finally use an optimal control theory in order to maximize anti-tumour efficacy and minimize administrative costs. In particular, we minimize tumour volume and maximize the apoptotic potential by minimizing the Bcl-2 concentration and maximizing the BAX level while minimizing total injection amount of both IFN-β and JAK2 inhibitors (DDP).
在多种疾病中,信号转导和转录激活因子(STAT)家族对免疫系统面临的各种挑战以及细胞死亡程序展现出多种细胞调控作用。在本研究中,我们探究细胞内信号网络(STAT1、STAT3、Bcl-2和BAX)如何调节癌细胞的重要细胞状态,即抗凋亡或凋亡。我们采用一个数学框架来说明信号网络如何产生双稳态条件,从而诱导肿瘤细胞的凋亡或抗凋亡状态。然后,我们利用这个模型制定了包括注射干扰素-β(IFN-β)在内的多种抗肿瘤策略。人们对Janus激酶-信号转导和转录激活因子(JAK-STATs)信号在调控癌细胞死亡程序和肿瘤生长中的作用了解甚少。该数学模型揭示了在存在IFN-β和JAK刺激的情况下,细胞内信号的结构和功能以及抗肿瘤药物的细胞效应。我们在众多可能的组合中确定了IFN-β和顺铂(DDP)的最佳注射顺序,这可能为临床提供更好的多种抗癌药物联合输注策略。最后,我们运用最优控制理论以最大化抗肿瘤疗效并最小化给药成本。具体而言,我们通过最小化Bcl-2浓度、最大化BAX水平,同时最小化IFN-β和JAK2抑制剂(DDP)的总注射量,来使肿瘤体积最小化并使凋亡潜力最大化。