Spinicci Kévin, Powathil Gibin, Stéphanou Angélique
Université Grenoble Alpes, CNRS, UMR 5525, VetAgro Sup, Grenoble INP, TIMC, 38000, Grenoble, France.
Department of Mathematics, Swansea University, Swansea, SA1 8EN, UK.
Bull Math Biol. 2025 Jan 3;87(2):27. doi: 10.1007/s11538-024-01391-0.
The extracellular matrix (ECM) is a complex structure involved in many biological processes with collagen being the most abundant protein. Density of collagen fibers in the matrix is a factor influencing cell motility and migration speed. In cancer, this affects the ability of cells to migrate and invade distant tissues which is relevant for designing new therapies. Furthermore, increased cancer cell migration and invasion have been observed in hypoxic conditions. Interestingly, it has been revealed that the Hypoxia Inducible Factor (HIF) can not only impact the levels of metabolic genes but several collagen remodeling genes as well. The goal of this paper is to explore the impact of the HIF protein on both the tumour metabolism and the cancer cell migration with a focus on the Warburg effect and collagen remodelling processes. Therefore, we present an agent-based model (ABM) of tumour growth combining genetic regulations with metabolic and collagen-related processes involved in HIF pathways. Cancer cell migration is influenced by the extra-cellular collagen through a biphasic response dependant on collagen density. Results of the model showed that extra-cellular collagen within the tumour was mainly influenced by the local cellular density while collagen also influenced the shape of the tumour. In our simulations, proliferation was reduced with higher extra-cellular collagen levels or with lower oxygen levels but reached a maximum in the absence of cell-cell adhesion. Interestingly, combining lower levels of oxygen with higher levels of collagen further reduced the proliferation of the tumour. Since HIF impacts the metabolism and may affect the appearance of the Warburg Effect, we investigated whether different collagen conditions could lead to the adoption of the Warburg phenotype. We found that this was not the case, results suggested that adoption of the Warburg phenotype seemed mainly controlled by inhibition of oxidative metabolism by HIF combined with oscillations of oxygen.
细胞外基质(ECM)是一种复杂的结构,参与许多生物过程,其中胶原蛋白是含量最丰富的蛋白质。基质中胶原纤维的密度是影响细胞运动性和迁移速度的一个因素。在癌症中,这会影响细胞迁移和侵袭远处组织的能力,这与设计新疗法相关。此外,在缺氧条件下观察到癌细胞的迁移和侵袭增加。有趣的是,已经发现缺氧诱导因子(HIF)不仅会影响代谢基因的水平,还会影响几个胶原蛋白重塑基因。本文的目的是探讨HIF蛋白对肿瘤代谢和癌细胞迁移的影响,重点关注瓦伯格效应和胶原蛋白重塑过程。因此,我们提出了一个基于主体的肿瘤生长模型(ABM),该模型将遗传调控与HIF途径中涉及的代谢和胶原蛋白相关过程相结合。癌细胞的迁移受到细胞外胶原蛋白的影响,通过一种依赖于胶原蛋白密度的双相反应。模型结果表明,肿瘤内的细胞外胶原蛋白主要受局部细胞密度的影响,而胶原蛋白也影响肿瘤的形状。在我们的模拟中,较高的细胞外胶原蛋白水平或较低的氧气水平会降低增殖,但在没有细胞间粘附的情况下增殖达到最大值。有趣的是,将较低的氧气水平与较高的胶原蛋白水平相结合会进一步降低肿瘤的增殖。由于HIF会影响代谢并可能影响瓦伯格效应的出现,我们研究了不同的胶原蛋白条件是否会导致瓦伯格表型的出现。我们发现情况并非如此,结果表明瓦伯格表型的出现似乎主要由HIF对氧化代谢的抑制与氧气振荡共同控制。