Biophysical Reports · 2022 · 18 citations · 43 references
Natural SciencesBiophysicsChemistryPhotonicsSingle-molecule BiophysicsSpectroscopyFluorescence SpectroscopyOptical SpectroscopySingle-molecule DetectionSingle-molecule Fluorescence SpectroscopySingle-molecule MeasurementsBayesian Nonparametric ModelsDetector NoiseFluorescence Lifetime MeasurementsFluorescence Resonance Energy TransferLifetime ModelingNoise SourcesSingle-molecule Fret AnalysisSingle-molecule Förster Resonance Energy Transfer
Förster resonance energy transfer (FRET) using pulsed illumination has been pivotal in leveraging lifetime information in FRET analysis. However, there remain major challenges in quantitative single-photon, single-molecule FRET (smFRET) data analysis under pulsed illumination including 1) simultaneously deducing kinetics and number of system states; 2) providing uncertainties over estimates, particularly uncertainty over the number of system states; and 3) taking into account detector noise sources such as cross talk and the instrument response function contributing to uncertainty; in addition to 4) other experimental noise sources such as background. Here, we implement the Bayesian nonparametric framework described in the first companion article that addresses all aforementioned issues in smFRET data analysis specialized for the case of pulsed illumination. Furthermore, we apply our method to both synthetic as well as experimental data acquired using Holliday junctions.
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Equation of State Calculations by Fast Computing Machines
N. Metropolis, Arianna W. Rosenbluth, M. N. Rosenbluth et al. · The Journal of Chemical Physics · 1953 · 37.1K citations
Monte Carlo sampling methods using Markov chains and their applications
W. Keith Hastings · Biometrika · 1970 · 15.2K citations
A Bayesian Analysis of Some Nonparametric Problems
Thomas S. Ferguson · The Annals of Statistics · 1973 · 4.8K citations · Full text