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Updated: Feb 4, 2026

Rare Event Detection Using Error-corrected DNA and RNA Sequencing
Published on: August 3, 2018
Sampling rare events in stochastic reaction-diffusion systems within trajectory looping.
Pawel J Zuk1, Marek Kochańczyk2, Tomasz Lipniacki2
1Department of Biosystems and Soft Matter, Institute of Fundamental Technological Research, Polish Academy of Sciences, 02-106 Warsaw, Poland and Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, New Jersey 08544, USA.
This study introduces trajectory looping to efficiently simulate rare chemical events in bistable systems. This method accelerates the estimation of transition rates in complex biochemical pathways.
Area of Science:
- Computational chemistry
- Biophysics
- Chemical kinetics
Background:
- Bistable reaction-diffusion systems exhibit slow state transitions compared to chemical equilibration.
- Estimating transition rates via explicit Brownian dynamics is computationally expensive.
Purpose of the Study:
- To develop a computationally efficient method for sampling rare chemical kinetic processes.
- To enhance the simulation of long-timescale events in systems with constant molecule numbers, like signal transduction.
Main Methods:
- A novel trajectory looping technique is presented.
- This method reuses a single diffusive trajectory by looping chemical states from the end to the beginning.
- The approach is applied to bistable systems, including autophosphorylating kinases.
Main Results:
- The method enables sampling of chemical kinetics on timescales orders of magnitude longer than the original diffusive trajectory.
- State-to-state transition rates and traveling wave velocities were calculated for a model system.
- An open-source implementation is provided.
Conclusions:
- Trajectory looping offers a significant computational advantage for simulating rare events in biochemical systems.
- This technique is applicable to various systems with conserved molecular numbers, such as cellular signaling.
- The method facilitates more accessible and efficient study of complex kinetic processes.
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