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葡萄糖剥夺癌细胞的进化动力学:来自实验支持的数学建模的见解

Evolutionary dynamics of glucose-deprived cancer cells: insights from experimentally informed mathematical modelling.

作者信息

Almeida Luis, Denis Jérôme Alexandre, Ferrand Nathalie, Lorenzi Tommaso, Prunet Antonin, Sabbah Michéle, Villa Chiara

机构信息

Sorbonne Université, CNRS, Université de Paris, Inria, Laboratoire Jacques-Louis Lions UMR 7598, Paris 75005, France.

Sorbonne Université, Cancer Biology and Therapeutics, INSERM, CNRS, Institut Universitaire de Cancérologie, Saint-Antoine Research Center (CRSA), Paris 75012, France.

出版信息

J R Soc Interface. 2024 Jan;21(210):20230587. doi: 10.1098/rsif.2023.0587. Epub 2024 Jan 10.

Abstract

Glucose is a primary energy source for cancer cells. Several lines of evidence support the idea that monocarboxylate transporters, such as MCT1, elicit metabolic reprogramming of cancer cells in glucose-poor environments, allowing them to re-use lactate, a by-product of glucose metabolism, as an alternative energy source with serious consequences for disease progression. We employ a synergistic experimental and mathematical modelling approach to explore the evolutionary processes at the root of cancer cell adaptation to glucose deprivation, with particular focus on the mechanisms underlying the increase in MCT1 expression observed in glucose-deprived aggressive cancer cells. Data from experiments on breast cancer cells are used to inform and calibrate a mathematical model that comprises a partial integro-differential equation for the dynamics of a population of cancer cells structured by the level of MCT1 expression. Analytical and numerical results of this model suggest that environment-induced changes in MCT1 expression mediated by lactate-associated signalling pathways enable a prompt adaptive response of glucose-deprived cancer cells, while fluctuations in MCT1 expression due to epigenetic changes create the substrate for environmental selection to act upon, speeding up the selective sweep underlying cancer cell adaptation to glucose deprivation, and may constitute a long-term bet-hedging mechanism.

摘要

葡萄糖是癌细胞的主要能量来源。多项证据支持这样一种观点,即单羧酸转运蛋白(如MCT1)在葡萄糖匮乏的环境中引发癌细胞的代谢重编程,使它们能够重新利用葡萄糖代谢的副产品乳酸作为替代能源,这对疾病进展会产生严重影响。我们采用实验与数学建模相结合的方法,探索癌细胞适应葡萄糖剥夺的根源进化过程,特别关注在葡萄糖剥夺的侵袭性癌细胞中观察到的MCT1表达增加背后的机制。来自乳腺癌细胞实验的数据用于为一个数学模型提供信息并进行校准,该模型包含一个由MCT1表达水平构建的癌细胞群体动态的偏积分微分方程。该模型的分析和数值结果表明,由乳酸相关信号通路介导的环境诱导的MCT1表达变化使葡萄糖剥夺的癌细胞能够迅速做出适应性反应,而由于表观遗传变化导致的MCT1表达波动为环境选择提供了作用底物,加速了癌细胞适应葡萄糖剥夺的选择性清除,并且可能构成一种长期的风险对冲机制。

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