Reinhardt James W, Krakauer Daniel A, Gooch Keith J
Department of Biomedical Engineering, The Ohio State University, Columbus, OH 43210, USA.
J Biomech Eng. 2013 Jul 1;135(7):71003. doi: 10.1115/1.4024463.
Using a top-down approach, an agent-based model was developed within NetLogo where cells and extracellular matrix (ECM) fibers were composed of multiple agents to create deformable structures capable of exerting, reacting to, and transmitting mechanical force. At the beginning of the simulation, long fibers were randomly distributed and cross linked. Throughout the simulation, imposed rules allowed cells to exert traction forces by extending pseudopodia, binding to fibers and pulling them towards the cell. Simulated cells remodeled the fibrous matrix to change both the density and alignment of fibers and migrated within the matrix in ways that are consistent with previous experimental work. For example, cells compacted the matrix in their pericellular regions much more than the average compaction experienced for the entire matrix (696% versus 21%). Between pairs of cells, the matrix density increased (by 92%) and the fibers became more aligned (anisotropy index increased from 0.45 to 0.68) in the direction parallel to a line connecting the two cells, consistent with the "lines of tension" observed in experiments by others. Cells migrated towards one another at an average rate of ∼0.5 cell diameters per 10,000 arbitrary units (AU); faster migration occurred in simulations where the fiber density in the intercellular area was greater. To explore the potential contribution of matrix stiffness gradients in the observed migration (i.e., durotaxis), the model was altered to contain a regular lattice of fibers possessing a stiffness gradient and just a single cell. In these simulations cells migrated preferentially in the direction of increasing stiffness at a rate of ∼2 cell diameter per 10,000 AU. This work demonstrates that matrix remodeling and durotaxis, both complex phenomena, might be emergent behaviors based on just a few rules that control how a cell can interact with a fibrous ECM.
采用自上而下的方法,在NetLogo中开发了一种基于代理的模型,其中细胞和细胞外基质(ECM)纤维由多个代理组成,以创建能够施加、响应和传递机械力的可变形结构。在模拟开始时,长纤维随机分布并交联。在整个模拟过程中,设定的规则允许细胞通过伸出伪足、与纤维结合并将其拉向细胞来施加牵引力。模拟的细胞重塑纤维基质,以改变纤维的密度和排列,并以与先前实验工作一致的方式在基质中迁移。例如,细胞在其周围区域对基质的压实程度远高于整个基质的平均压实程度(696%对21%)。在成对的细胞之间,基质密度增加(92%),并且在与连接两个细胞的线平行的方向上,纤维变得更加排列整齐(各向异性指数从0.45增加到0.68),这与其他人实验中观察到的“张力线”一致。细胞以每10000个任意单位(AU)约0.5个细胞直径的平均速度相互迁移;在细胞间区域纤维密度较大的模拟中,迁移速度更快。为了探索基质刚度梯度在观察到的迁移(即趋硬性)中的潜在作用,对模型进行了修改,使其包含具有刚度梯度的规则纤维晶格和单个细胞。在这些模拟中,细胞以每10000 AU约2个细胞直径的速度优先向刚度增加的方向迁移。这项工作表明,基质重塑和趋硬性这两种复杂现象可能是基于控制细胞如何与纤维状ECM相互作用的几条规则而产生的行为。