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Spatial Structure and Diffusive Dynamics from Single-Particle Trajectories Using Spline Analysis

机译:使用样条分析的单粒子轨迹的空间结构和扩散动力学

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摘要

Single-particle tracking of biomolecular probes has provided a wealth of information about intracellular trafficking and the dynamics of proteins and lipids in the cell membrane. Conventional mean-square displacement (MSD) analysis of single-particle trajectories often assumes that probes are moving in a uniform environment. However, the observed two-dimensional motion of probe particles is influenced by the local three-dimensional geometry of the cell membrane and intracellular structures, which are rarely flat at the submicron scale. This complex geometry can lead to spatially confined trajectories that are difficult to analyze and interpret using conventional two-dimensional MSD analysis. Here we present two methods to analyze spatially confined trajectories: spline-curve dynamics analysis, which extends conventional MSD analysis to measure diffusive motion in confined trajectories; and spline-curve spatial analysis, which measures spatial structures smaller than the limits of optical resolution. We show, using simulated random walks and experimental trajectories of quantum dot probes, that differences in measured two-dimensional diffusion coefficients do not always reflect differences in underlying diffusive dynamics, but can instead be due to differences in confinement geometries of cellular structures.
机译:生物分子探针的单粒子跟踪已提供了大量有关细胞内运输以及细胞膜中蛋白质和脂质动力学的信息。传统的单粒子轨迹均方位移(MSD)分析通常假设探针在统一的环境中移动。但是,观察到的探针粒子的二维运动受到细胞膜和细胞内结构的局部三维几何形状的影响,它们在亚微米尺度上很少平坦。这种复杂的几何形状可能导致空间受限的轨迹,而这些轨迹很难使用常规的二维MSD分析进行分析和解释。在这里,我们提出两种分析空间受限轨迹的方法:样条曲线动力学分析,它扩展了常规MSD分析以测量受限轨迹中的扩散运动。样条曲线空间分析,可测量小于光学分辨率极限的空间结构。我们显示,使用模拟的随机游走和量子点探针的实验轨迹,测得的二维扩散系数的差异并不总是反映基础扩散动力学的差异,而可能是由于细胞结构的限制几何结构的差异。

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