González-Valverde Ismael, García-Aznar José Manuel
Department of Mechanical Engineering, Aragon Institute of Engineering Research (I3A), University of Zaragoza, Zaragoza, Spain.
Int J Numer Method Biomed Eng. 2017 Nov;33(11). doi: 10.1002/cnm.2877. Epub 2017 Apr 11.
Epithelial tissues show a particular topology where cells resemble a polygon-like shape, but some biological processes can alter this tissue topology. During cell proliferation, mitotic cell dilation deforms the tissue and modifies the tissue topology. Additionally, cells are reorganized in the epithelial layer and these rearrangements also alter the polygon distribution. We present here a computer-based hybrid framework focused on the simulation of epithelial layer dynamics that combines discrete and continuum numerical models. In this framework, we consider topological and mechanical aspects of the epithelial tissue. Individual cells in the tissue are simulated by an off-lattice agent-based model, which keeps the information of each cell. In addition, we model the cell-cell interaction forces and the cell cycle. Otherwise, we simulate the passive mechanical behaviour of the cell monolayer using a material that approximates the mechanical properties of the cell. This continuum approach is solved by the finite element method, which uses a dynamic mesh generated by the triangulation of cell polygons. Forces generated by cell-cell interaction in the agent-based model are also applied on the finite element mesh. Cell movement in the agent-based model is driven by the displacements obtained from the deformed finite element mesh of the continuum mechanical approach. We successfully compare the results of our simulations with some experiments about the topology of proliferating epithelial tissues in Drosophila. Our framework is able to model the emergent behaviour of the cell monolayer that is due to local cell-cell interactions, which have a direct influence on the dynamics of the epithelial tissue.
上皮组织呈现出一种特殊的拓扑结构,其中细胞类似于多边形形状,但一些生物学过程会改变这种组织拓扑结构。在细胞增殖过程中,有丝分裂细胞扩张会使组织变形并改变组织拓扑结构。此外,上皮层中的细胞会重新组织,这些重排也会改变多边形分布。我们在此提出一个基于计算机的混合框架,专注于上皮层动力学模拟,该框架结合了离散和连续数值模型。在这个框架中,我们考虑上皮组织的拓扑和力学方面。组织中的单个细胞通过基于非晶格代理的模型进行模拟,该模型保留每个细胞的信息。此外,我们对细胞间相互作用力和细胞周期进行建模。否则,我们使用一种近似细胞力学特性的材料来模拟细胞单层的被动力学行为。这种连续介质方法通过有限元法求解,该方法使用由细胞多边形三角剖分生成的动态网格。基于代理的模型中细胞间相互作用产生的力也应用于有限元网格。基于代理的模型中的细胞运动由连续介质力学方法中变形有限元网格获得的位移驱动。我们成功地将模拟结果与一些关于果蝇增殖上皮组织拓扑结构的实验进行了比较。我们的框架能够模拟由于局部细胞间相互作用而产生的细胞单层的涌现行为,这些相互作用对上皮组织的动力学有直接影响。