Department of Mathematics and Statistics, University of Michigan, Dearborn, Michigan, United States of America.
PLoS One. 2011;6(12):e28293. doi: 10.1371/journal.pone.0028293. Epub 2011 Dec 20.
Glioblastoma multiforme (GBM) is the most common and the most aggressive type of brain cancer; the median survival time from the time of diagnosis is approximately one year. GBM is characterized by the hallmarks of rapid proliferation and aggressive invasion. miR-451 is known to play a key role in glioblastoma by modulating the balance of active proliferation and invasion in response to metabolic stress in the microenvironment. The present paper develops a mathematical model of GBM evolution which focuses on the relative balance of growth and invasion. In the present work we represent the miR-451/AMPK pathway by a simple model and show how the effects of glucose on cells need to be "refined" by taking into account the recent history of glucose variations. The simulations show how variations in glucose significantly affect the level of miR-451 and, in turn, cell migration. The model predicts that oscillations in the levels of glucose increase the growth of the primary tumor. The model also suggests that drugs which upregulate miR-451, or block other components of the CAB39/AMPK pathway, will slow down glioma cell migration. The model provides an explanation for the growth-invasion cycling patterns of glioma cells in response to high/low glucose uptake in microenvironment in vitro, and suggests new targets for drugs, associated with miR-451 upregulation.
多形性胶质母细胞瘤(GBM)是最常见和最具侵袭性的脑癌类型;从诊断到死亡的中位生存时间约为一年。GBM 的特征是快速增殖和侵袭的标志性特征。miR-451 通过调节微环境代谢应激下的活跃增殖和侵袭之间的平衡,在胶质母细胞瘤中发挥关键作用。本文开发了一个关注生长和侵袭相对平衡的 GBM 进化数学模型。在本工作中,我们用一个简单的模型来表示 miR-451/AMPK 通路,并展示了如何通过考虑葡萄糖变化的最近历史来“细化”葡萄糖对细胞的影响。模拟结果表明,葡萄糖的变化如何显著影响 miR-451 的水平,并进而影响细胞迁移。该模型预测,葡萄糖水平的波动会增加原发性肿瘤的生长。该模型还表明,上调 miR-451 或阻断 CAB39/AMPK 通路的其他成分的药物将减缓神经胶质瘤细胞的迁移。该模型解释了体外微环境中高/低葡萄糖摄取时神经胶质瘤细胞对生长-侵袭循环模式的反应,并为与 miR-451 上调相关的药物提供了新的靶点。