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The effects of cell compressibility, motility and contact inhibition on the growth of tumor cell clusters using the Cellular Potts Model

机译:使用Cellular Potts模型的细胞可压缩性,运动性和接触抑制对肿瘤细胞簇生长的影响

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There are numerous biological examples where genes associated with migratory ability of cells also confer the cells with an increased fitness even though these genes may not have any known effect on the cell mitosis rates. Here, we provide insight into these observations by analyzing the effects of cell migration, compression, and contact inhibition on the growth of tumor cell clusters using the Cellular Potts Model (CPM) in a monolayer geometry. This is a follow-up of a previous study (Thalhauser et al. 2010) in which a Moran-type model was used to study the interaction of cell proliferation, migratory potential and death on the emergence of invasive phenotypes. Here, we extend the study to include the effects of cell size and shape. In particular, we investigate the interplay between cell motility and compressibility within the CPM and find that the CPM predicts that increased cell motility leads to smaller cells. This is an artifact in the CPM. An analysis of the CPM reveals an explicit inverse-relationship between the cell stiffness and motility parameters. We use this relationship to compensate for motility-induced changes in cell size in the CPM so that in the corrected CPM, cell size is independent of the cell motility. We find that subject to comparable levels of compression, clusters of motile cells grow faster than clusters of less motile cells, in qualitative agreement with biological observations and our previous study. Increasing compression tends to reduce growth rates. Contact inhibition penalizes clumped cells by halting their growth and gives motile cells an even greater advantage. Finally, our model predicts cell size distributions that are consistent with those observed in clusters of neuroblastoma cells cultured in low and high density conditions.
机译:有许多生物学实例,其中与细胞迁移能力相关的基因也赋予细胞适应性,即使这些基因可能对细胞的有丝分裂率没有任何已知的影响。在这里,我们通过在单层几何中使用Cellular Potts模型(CPM)分析细胞迁移,压缩和接触抑制对肿瘤细胞簇生长的影响,从而提供对这些观察的了解。这是先前研究(Thalhauser等,2010)的后续研究,在该研究中,使用了Moran型模型研究了侵袭性表型出现时细胞增殖,迁移潜能和死亡之间的相互作用。在这里,我们将研究扩展到包括细胞大小和形状的影响。特别是,我们研究了CPM内细胞运动性与可压缩性之间的相互作用,并发现CPM预测增加的细胞运动性会导致较小的细胞。这是CPM中的工件。对CPM的分析揭示了细胞刚度和运动性参数之间存在明显的反比关系。我们使用这种关系来补偿运动引起的CPM中细胞大小的变化,以便在校正的CPM中,细胞大小独立于细胞运动性。我们发现,在可比的压缩水平下,与生物学观察和我们先前的研究在质量上一致的情况下,运动细胞簇的生长比运动能力较弱细胞的簇更快。压缩的增加往往会降低增长率。接触抑制通过阻止成簇的细胞生长来惩罚成簇的细胞,并赋予运动细胞更大的优势。最后,我们的模型预测的细胞大小分布与在低密度和高密度条件下培养的成神经细胞瘤细胞簇中观察到的一致。

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