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Updated: Aug 15, 2025

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Automated Two-dimensional Spatiotemporal Analysis of Mobile Single-molecule FRET Probes
Published on: November 23, 2021
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Single-photon smFRET. I: Theory and conceptual basis
Ayush Saurabh1,2, Mohamadreza Fazel1,2, Matthew Safar1,3
1Center for Biological Physics, Arizona State University, Tempe, Arizona.
Biophysical Reports
|December 30, 2022
Summary
We developed BNP-FRET, a novel Bayesian nonparametric framework for single-molecule FRET analysis. This approach accurately models complex single-photon FRET data, improving kinetic and photophysical studies.
Area of Science:
- Biophysics
- Chemical Physics
- Computational Biology
Background:
- Single-molecule Förster resonance energy transfer (smFRET) is a powerful technique for studying molecular dynamics.
- Existing smFRET analysis tools often struggle with complex experimental realities like photophysics and detector artifacts.
- A unified framework is needed to accurately interpret single-photon smFRET data.
Purpose of the Study:
- To present a unified conceptual framework and software package for single-photon smFRET analysis.
- To address key physical complexities inherent in smFRET experiments.
- To provide a robust method for analyzing smFRET data from both continuous and pulsed illumination.
Main Methods:
- Leveraging Bayesian nonparametrics (BNP) for smFRET analysis.
- Developing a hidden Markov model with second-order structure.
- Integrating solutions for fluorophore photophysics, kinetics, detector artifacts, background emissions, and an unknown number of states.
Main Results:
- A unified framework, BNP-FRET, is established for single-photon smFRET analysis.
- The framework effectively handles complex experimental factors.
- The methodology is applicable to both continuous and pulsed illumination experiments.
Conclusions:
- BNP-FRET offers a comprehensive solution for advanced smFRET data analysis.
- This framework enhances the accuracy and scope of smFRET studies.
- Future work will detail parameter inference for continuous and pulsed illumination.
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