School of Mathematical Sciences, Queensland University of Technology, Brisbane, Australia.
Bull Math Biol. 2022 Mar 2;84(4):49. doi: 10.1007/s11538-022-01005-7.
We consider a continuum mathematical model of biological tissue formation inspired by recent experiments describing thin tissue growth in 3D-printed bioscaffolds. The continuum model, which we call the substrate model, involves a partial differential equation describing the density of tissue, [Formula: see text] that is coupled to the concentration of an immobile extracellular substrate, [Formula: see text]. Cell migration is modelled with a nonlinear diffusion term, where the diffusive flux is proportional to [Formula: see text], while a logistic growth term models cell proliferation. The extracellular substrate [Formula: see text] is produced by cells and undergoes linear decay. Preliminary numerical simulations show that this mathematical model is able to recapitulate key features of recent tissue growth experiments, including the formation of sharp fronts. To provide a deeper understanding of the model we analyse travelling wave solutions of the substrate model, showing that the model supports both sharp-fronted travelling wave solutions that move with a minimum wave speed, [Formula: see text], as well as smooth-fronted travelling wave solutions that move with a faster travelling wave speed, [Formula: see text]. We provide a geometric interpretation that explains the difference between smooth and sharp-fronted travelling wave solutions that is based on a slow manifold reduction of the desingularised three-dimensional phase space. In addition, we also develop and test a series of useful approximations that describe the shape of the travelling wave solutions in various limits. These approximations apply to both the sharp-fronted and smooth-fronted travelling wave solutions. Software to implement all calculations is available at GitHub .
我们考虑了一个连续数学模型,该模型受到最近描述在 3D 打印生物支架中生长的薄组织的实验的启发。该连续模型,我们称之为基质模型,涉及一个描述组织密度[Formula: see text]的偏微分方程,该方程与不可移动的细胞外基质浓度[Formula: see text]耦合。细胞迁移通过非线性扩散项进行建模,其中扩散通量与[Formula: see text]成正比,而逻辑增长项则用于模拟细胞增殖。细胞外基质[Formula: see text]由细胞产生,并经历线性衰减。初步数值模拟表明,该数学模型能够再现最近组织生长实验的关键特征,包括形成锐利的前沿。为了更深入地理解该模型,我们分析了基质模型的行波解,表明该模型支持具有最小波速[Formula: see text]的锐前沿行波解,以及具有更快行波速度[Formula: see text]的平滑前沿行波解。我们提供了一种基于奇异化三维相空间的慢流形约简的几何解释,解释了平滑前沿和锐前沿行波解之间的区别。此外,我们还开发并测试了一系列有用的近似值,这些近似值适用于各种极限下的行波解形状。这些近似值适用于锐前沿和平滑前沿行波解。实现所有计算的软件可在 GitHub 上获得。