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Published on: June 15, 2022
The effect of time resolution on the observed first passage times in diffusive dynamics
Kevin Song1, Dmitrii E Makarov2, Etienne Vouga1
1Department of Computer Science, University of Texas at Austin, Austin, Texas 78712, USA.
Finite sampling in single-molecule tracking causes large errors in first passage time measurements. A new stochastic algorithm corrects these errors by reintroducing unobserved events, improving barrier crossing dynamics analysis.
Area of Science:
- * Biophysics
- * Physical Chemistry
- * Statistical Mechanics
Background:
- * Single-molecule and single-particle tracking (SMT/SPT) experiments provide insights into molecular dynamics.
- * Thermal motion at short timescales is continuous, posing challenges for trajectory analysis.
- * Current methods struggle to resolve fine details of motion due to finite sampling intervals.
Purpose of the Study:
- * To quantify errors in first passage time (FPT) measurements due to finite sampling in diffusive trajectories.
- * To investigate the impact of unobserved trajectory segments on FPT calculations.
- * To develop a method for recovering accurate FPTs and other trajectory properties.
Main Methods:
- * Analysis of diffusive trajectories sampled at finite time intervals (δt).
- * Theoretical quantification of systematic errors in FPT calculations.
- * Development and application of a stochastic algorithm to correct for unobserved events.
Main Results:
- * Finite sampling can lead to FPT measurement errors exceeding the time resolution by over an order of magnitude.
- * Unobserved entry and exit events significantly lengthen apparent FPTs.
- * The proposed stochastic algorithm successfully recovers accurate FPTs and splitting probabilities.
Conclusions:
- * Systematic errors in FPT measurements are inherent to finite sampling in SMT/SPT.
- * These errors are particularly critical for studying barrier crossing dynamics.
- * The developed stochastic algorithm offers a robust solution for accurate trajectory analysis in SMT/SPT.
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