INRIA de Paris and Sorbonne Universités UPMC Univ paris 6, LJLL Team Mamba, France.
IfADo - Leibniz Research Centre for Working Environment and Human Factors, Dortmund, Germany.
PLoS Comput Biol. 2019 Mar 8;15(3):e1006273. doi: 10.1371/journal.pcbi.1006273. eCollection 2019 Mar.
Model simulations indicate that the response of growing cell populations on mechanical stress follows the same functional relationship and is predictable over different cell lines and growth conditions despite experimental response curves look largely different. We develop a hybrid model strategy in which cells are represented by coarse-grained individual units calibrated with a high resolution cell model and parameterized by measurable biophysical and cell-biological parameters. Cell cycle progression in our model is controlled by volumetric strain, the latter being derived from a bio-mechanical relation between applied pressure and cell compressibility. After parameter calibration from experiments with mouse colon carcinoma cells growing against the resistance of an elastic alginate capsule, the model adequately predicts the growth curve in i) soft and rigid capsules, ii) in different experimental conditions where the mechanical stress is generated by osmosis via a high molecular weight dextran solution, and iii) for other cell types with different growth kinetics from the growth kinetics in absence of external stress. Our model simulation results suggest a generic, even quantitatively same, growth response of cell populations upon externally applied mechanical stress, as it can be quantitatively predicted using the same growth progression function.
模型模拟表明,尽管实验响应曲线差异很大,但生长细胞群体对机械应力的反应遵循相同的功能关系,并且可以在不同的细胞系和生长条件下进行预测。我们开发了一种混合模型策略,其中细胞由粗粒度的个体单元表示,这些单元经过高度分辨率的细胞模型校准,并通过可测量的生物物理和细胞生物学参数进行参数化。我们的模型中,细胞周期的进展由体积应变控制,后者源自施加的压力与细胞可压缩性之间的生物力学关系。在用生长于弹性藻酸盐胶囊阻力下的小鼠结肠癌细胞进行实验参数校准后,该模型充分预测了以下 i)软胶囊和硬胶囊,ii)通过高分子量葡聚糖溶液通过渗透压产生机械应力的不同实验条件下,以及 iii)其他细胞类型的生长曲线,这些细胞类型的生长动力学与无外部应力时的生长动力学不同。我们的模型模拟结果表明,细胞群体对外界施加的机械应力具有通用的,甚至是定量相同的生长反应,因为可以使用相同的生长进展函数对其进行定量预测。