Institute for Physics & Astronomy, University of Potsdam, 14476 Potsdam-Golm, Germany.
Phys Chem Chem Phys. 2018 Sep 12;20(35):23034-23054. doi: 10.1039/c8cp04254c.
What is the underlying diffusion process governing the spreading dynamics and search strategies employed by amoeboid cells? Based on the statistical analysis of experimental single-cell tracking data of the two-dimensional motion of the Dictyostelium discoideum amoeboid cells, we quantify their diffusive behaviour based on a number of standard and complementary statistical indicators. We compute the ensemble- and time-averaged mean-squared displacements (MSDs) of the diffusing amoebae cells and observe a pronounced spread of short-time diffusion coefficients and anomalous MSD-scaling exponents for individual cells. The distribution functions of the cell displacements, the long-tailed distribution of instantaneous speeds, and the velocity autocorrelations are also computed. In particular, we observe a systematic superdiffusive short-time behaviour for the ensemble- and time-averaged MSDs of the amoeboid cells. Also, a clear anti-correlation of scaling exponents and generalised diffusivity values for different cells is detected. Most significantly, we demonstrate that the distribution function of the cell displacements has a strongly non-Gaussian shape and-using a rescaled spatio-temporal variable-the cell-displacement data collapse onto a universal master curve. The current analysis of single-cell motions can be implemented for quantifying diffusive behaviours in other living-matter systems, in particular, when effects of active transport, non-Gaussian displacements, and heterogeneity of the population are involved in the dynamics.
是什么潜在的扩散过程控制阿米巴细胞的扩散动力学和搜索策略?基于对变形虫细胞二维运动的单细胞跟踪实验数据的统计分析,我们根据一些标准和补充的统计指标来量化它们的扩散行为。我们计算了扩散阿米巴细胞的系综平均和时间平均均方根位移(MSD),并观察到个别细胞的短时间扩散系数和异常 MSD 标度指数有明显的扩散。还计算了细胞位移的分布函数、瞬时速度的长尾分布和速度自相关。特别是,我们观察到阿米巴细胞的系综平均和时间平均 MSD 具有系统的超扩散短时间行为。此外,还检测到不同细胞的标度指数和广义扩散值之间存在明显的反相关。最重要的是,我们证明了细胞位移的分布函数具有很强的非高斯形状,并且-使用重标度的时空变量-细胞位移数据可以坍缩到一个通用的主曲线。单细胞运动的当前分析可以用于量化其他生命物质系统中的扩散行为,特别是当主动运输、非高斯位移和种群异质性的影响涉及动力学时。