Modelling the Impact of HIF on Metabolism and the Extracellular Matrix: Consequences for Tumour Growth and Invasion.

IF 2 4区 数学 Q2 BIOLOGY Bulletin of Mathematical Biology Pub Date : 2025-01-03 DOI:10.1007/s11538-024-01391-0
Kévin Spinicci, Gibin Powathil, Angélique Stéphanou
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Abstract

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.

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模拟HIF对代谢和细胞外基质的影响:肿瘤生长和侵袭的后果。
细胞外基质(ECM)是一个复杂的结构,参与许多生物过程,胶原蛋白是最丰富的蛋白质。基质中胶原纤维的密度是影响细胞运动和迁移速度的一个因素。在癌症中,这会影响细胞迁移和侵入远处组织的能力,这与设计新疗法有关。此外,在缺氧条件下观察到癌细胞迁移和侵袭的增加。有趣的是,研究发现缺氧诱导因子(Hypoxia Inducible Factor, HIF)不仅能影响代谢基因的水平,还能影响几种胶原重塑基因的水平。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Warburg效应和胶原重塑过程。因此,我们提出了一种基于agent的肿瘤生长模型(ABM),将遗传调控与HIF通路中涉及的代谢和胶原相关过程结合起来。细胞外胶原通过依赖于胶原密度的双相反应影响癌细胞的迁移。模型结果显示,肿瘤内的细胞外胶原蛋白主要受局部细胞密度的影响,同时胶原蛋白也影响肿瘤的形状。在我们的模拟中,细胞外胶原蛋白水平较高或氧气水平较低时,增殖能力降低,但在没有细胞-细胞粘附的情况下,增殖能力达到最大值。有趣的是,将较低水平的氧气与较高水平的胶原蛋白结合起来,进一步减少了肿瘤的增殖。由于HIF影响代谢并可能影响Warburg效应的出现,我们研究了不同的胶原条件是否会导致Warburg表型的采用。我们发现情况并非如此,结果表明,Warburg表型的采用似乎主要由HIF抑制氧化代谢结合氧振荡控制。
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来源期刊
CiteScore
3.90
自引率
8.60%
发文量
123
审稿时长
7.5 months
期刊介绍: The Bulletin of Mathematical Biology, the official journal of the Society for Mathematical Biology, disseminates original research findings and other information relevant to the interface of biology and the mathematical sciences. Contributions should have relevance to both fields. In order to accommodate the broad scope of new developments, the journal accepts a variety of contributions, including: Original research articles focused on new biological insights gained with the help of tools from the mathematical sciences or new mathematical tools and methods with demonstrated applicability to biological investigations Research in mathematical biology education Reviews Commentaries Perspectives, and contributions that discuss issues important to the profession All contributions are peer-reviewed.
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