Stochastic modeling in nanoscale biophysics: Subdiffusion within proteins
arXiv:0807.3910 · doi:10.1214/07-AOAS149
Abstract
Advances in nanotechnology have allowed scientists to study biological processes on an unprecedented nanoscale molecule-by-molecule basis, opening the door to addressing many important biological problems. A phenomenon observed in recent nanoscale single-molecule biophysics experiments is subdiffusion, which largely departs from the classical Brownian diffusion theory. In this paper, by incorporating fractional Gaussian noise into the generalized Langevin equation, we formulate a model to describe subdiffusion. We conduct a detailed analysis of the model, including (i) a spectral analysis of the stochastic integro-differential equations introduced in the model and (ii) a microscopic derivation of the model from a system of interacting particles. In addition to its analytical tractability and clear physical underpinning, the model is capable of explaining data collected in fluorescence studies on single protein molecules. Excellent agreement between the model prediction and the single-molecule experimental data is seen.
Published in at http://dx.doi.org/10.1214/07-AOAS149 the Annals of Applied Statistics (http://www.imstat.org/aoas/) by the Institute of Mathematical Statistics (http://www.imstat.org)
Cited by in corpus (53)
- Numerical methods for time-fractional evolution equations with nonsmooth data: a concise overview
- Inequivalence of time and ensemble averages in ergodic systems: exponential versus power-law relaxation in confinement
- Non-ergodicity, fluctuations, and criticality in heterogeneous diffusion processes
- Anomalous diffusion in time-fluctuating non-stationary diffusivity landscapes
- A statistical analysis of particle trajectories in living cells
- Superstatistical generalised Langevin equation: non-Gaussian viscoelastic anomalous diffusion
- Aging Scaled Brownian Motion
- Fractional Brownian motion in a finite interval: correlations effect depletion or accretion zones of particles near boundaries
- Quasi Ornstein-Uhlenbeck processes
- A Milstein-type scheme without Levy area terms for SDEs driven by fractional Brownian motion
- Transient ageing in fractional Brownian and Langevin equation motion
- The Derivation and Approximation of Coarse-grained Dynamics from Langevin Dynamics
- Fractional stochastic differential equations satisfying fluctuation-dissipation theorem
- Fractional Brownian motion in superharmonic potentials and non-Boltzmann stationary distributions
- Codifference can detect ergodicity breaking and non-Gaussianity
- A Dynamical Model Reveals Gene Co-Localizations in Nucleus
- Unique determination of fractional order and source term in a fractional diffusion equation from sparse boundary data
- Confinement and Viscoelastic effects on Chain Closure Dynamics
- On existence and regularity of a terminal value problem for the time fractional diffusion equation
- Maximum Likelihood Estimation for Single Particle, Passive Microrheology Data with Drift
- Strong convergence rate of Runge--Kutta methods and simplified step- Euler schemes for SDEs driven by fractional Brownian motions
- A parallel-in-time two-sided preconditioning for all-at-once system from a non-local evolutionary equation with weakly singular kernel
- Nonparametric inference of doubly stochastic Poisson process data via the kernel method
- Testing of fractional Brownian motion in a noisy environment
- The small-mass limit and white-noise limit of an infinite dimensional Generalized Langevin Equation
- Scaling limits of spatial compartment models for chemical reaction networks
- Robust Hypothesis Tests for Detecting Statistical Evidence of 2D and 3D Interactions in Single-Molecule Measurements
- Homogenization for a Class of Generalized Langevin Equations with an Application to Thermophoresis
- Homogenization for Generalized Langevin Equations with Applications to Anomalous Diffusion
- A linear Galerkin numerical method for a quasilinear subdiffusion equation
- From physical linear systems to discrete-time series. A guide for analysis of the sampled experimental data
- Fluid heterogeneity detection based on the asymptotic distribution of the time-averaged mean squared displacement in single particle tracking experiments
- Particle Spectra in Statistical Models with Energy and Momentum Conservation
- Polymer unfolding and motion synchronization induced by spatially correlated noise
- Numerical Schemes for Rough Parabolic Equations
- The generalized Langevin equation in harmonic potentials: Anomalous diffusion and equipartition of energy
- Correlation analysis of enzymatic reaction of a single protein molecule
- Homogenization of time-fractional diffusion equations with periodic coefficients
- Collectivity in diffusion of colloidal particles: from effective interactions to spatially correlated noise
- A Random Force is a Force, of Course, of Coarse: Decomposing Complex Enzyme Kinetics with Surrogate Models
- Cross-variation of Young integral with respect to long-memory fractional Brownian motions
- Anomalous diffusion of distinguished particles in bead-spring networks
- -solutions of QSDE driven by Fermion fields with nonlocal conditions under non-Lipschitz coefficients
- Strong error analysis of Euler methods for overdamped generalized Langevin equations with fractional noise: Nonlinear case
- A discretization of Caputo derivatives with application to time fractional SDEs and gradient flows
- Numerical Estimation of a Diffusion Coefficient in Subdiffusion
- Effective one-component model of binary mixture: molecular arrest induced by the spatially correlated stochastic dynamics
- High-order Time Stepping Schemes for Semilinear Subdiffusion Equations
- Model comparison and assessment for single particle tracking in biological fluids
- Numerical stability of Grünwald-Letnikov method for time fractional delay differential equations
- Partially Explicit Time Discretization for Time Fractional Diffusion Equation
- Improved mean squared displacement analysis for anomalous single particle trajectories
- Beyond the Markovian limit: Exact solutions for active motion in a power-law viscoelastic bath