Walcott Sam
Department of Mathematics, University of California, Davis, Davis, California 95616, USA.
Phys Rev E Stat Nonlin Soft Matter Phys. 2014 Oct;90(4):042717. doi: 10.1103/PhysRevE.90.042717. Epub 2014 Oct 16.
Molecular motors, by turning chemical energy into mechanical work, are responsible for active cellular processes. Often groups of these motors work together to perform their biological role. Motors in an ensemble are coupled and exhibit complex emergent behavior. Although large motor ensembles can be modeled with partial differential equations (PDEs) by assuming that molecules function independently of their neighbors, this assumption is violated when motors are coupled locally. It is therefore unclear how to describe the ensemble behavior of the locally coupled motors responsible for biological processes such as calcium-dependent skeletal muscle activation. Here we develop a theory to describe locally coupled motor ensembles and apply the theory to skeletal muscle activation. The central idea is that a muscle filament can be divided into two phases: an active and an inactive phase. Dynamic changes in the relative size of these phases are described by a set of linear ordinary differential equations (ODEs). As the dynamics of the active phase are described by PDEs, muscle activation is governed by a set of coupled ODEs and PDEs, building on previous PDE models. With comparison to Monte Carlo simulations, we demonstrate that the theory captures the behavior of locally coupled ensembles. The theory also plausibly describes and predicts muscle experiments from molecular to whole muscle scales, suggesting that a micro- to macroscale muscle model is within reach.
分子马达通过将化学能转化为机械功,负责细胞的主动过程。这些马达通常成群协作以履行其生物学功能。一个整体中的马达相互耦合,并呈现出复杂的涌现行为。虽然通过假设分子独立于其相邻分子起作用,大型马达整体可以用偏微分方程(PDE)建模,但当马达局部耦合时,这一假设就不成立了。因此,尚不清楚如何描述负责诸如钙依赖性骨骼肌激活等生物学过程的局部耦合马达的整体行为。在此,我们开发了一种理论来描述局部耦合的马达整体,并将该理论应用于骨骼肌激活。核心思想是肌丝可分为两个阶段:活跃阶段和非活跃阶段。这些阶段相对大小的动态变化由一组线性常微分方程(ODE)描述。由于活跃阶段的动力学由PDE描述,基于之前的PDE模型,肌肉激活由一组耦合的ODE和PDE控制。通过与蒙特卡罗模拟比较,我们证明该理论捕捉到了局部耦合整体的行为。该理论还合理地描述并预测了从分子到整个肌肉尺度的肌肉实验,表明一个从微观到宏观尺度的肌肉模型是可以实现的。