Single Particle Tracking of Complex Diffusion in Membranes: Simulation and Detection of Barrier, Raft, and Interaction Phenomena
- 17 March 2007
- journal article
- research article
- Published by American Chemical Society (ACS) in The Journal of Physical Chemistry B
- Vol. 111 (14) , 3625-3632
- https://doi.org/10.1021/jp067187m
Abstract
Single particle tracking is being used increasingly to follow the motion of membrane-associated receptors and lipids. Anomalous and complex diffusive behaviors are generally found in cell membranes. We developed computational algorithms to simulate particle trajectories and to detect complex diffusive behaviors in two dimensions, including confined and convective diffusion, intramembrane barrier and raft phenomena, and interparticle interactions. Little useful information regarding barrier, raft, and interaction effects were provided by standard computational procedures for identification of anomalous diffusion, including analysis of mean squared displacement, distributions of diffusion rates and range, and time evolution of particle position. New algorithms were developed and optimized to detect complex diffusive behaviors from simulated single particle trajectories. A barrier detection algorithm was developed on the basis of spatial averaging of particle positions in trajectories. A raft detection algorithm utilized spatially resolved diffusion coefficients and particle density functions. An interaction algorithm utilized interparticle distance distributions. The algorithms developed here are applicable to identify biologically important diffusive phenomena in cell membranes.Keywords
This publication has 32 references indexed in Scilit:
- Detection of Non-Brownian Diffusion in the Cell Membrane in Single Molecule TrackingBiophysical Journal, 2005
- Tracking of single molecules as a powerful method to characterize diffusivity of organic species in mesoporous materialsNew Journal of Physics, 2005
- Ultrafine Membrane Compartments for Molecular Diffusion as Revealed by Single Molecule TechniquesBiophysical Journal, 2004
- Confined Diffusion Without Fences of a G-Protein-Coupled Receptor as Revealed by Single Particle TrackingBiophysical Journal, 2003
- Translational Diffusion of Individual Class II MHC Membrane Proteinsin CellsBiophysical Journal, 2002
- Phospholipids undergo hop diffusion in compartmentalized cell membraneThe Journal of cell biology, 2002
- SINGLE-PARTICLE TRACKING:Applications to Membrane DynamicsAnnual Review of Biophysics, 1997
- Single-particle tracking: the distribution of diffusion coefficientsBiophysical Journal, 1997
- Confined lateral diffusion of membrane receptors as studied by single particle tracking (nanovid microscopy). Effects of calcium-induced differentiation in cultured epithelial cellsBiophysical Journal, 1993
- Single particle tracking. Analysis of diffusion and flow in two-dimensional systemsBiophysical Journal, 1991