Likelihood functions for the analysis of single-molecule binned photon sequences

被引:6
作者
Gopich, Irina V. [1 ]
机构
[1] NIDDKD, Chem Phys Lab, NIH, Bethesda, MD 20892 USA
基金
美国国家卫生研究院;
关键词
Single molecule fluorescence spectroscopy; FRET; Hidden Markov models; Three-color FRET; RESONANCE ENERGY-TRANSFER; HIDDEN MARKOV-MODELS; MODULATED POISSON-PROCESS; CONFORMATIONAL DYNAMICS; FRET; FLUORESCENCE; TRAJECTORIES; PROTEIN; KINETICS; SPECTROSCOPY;
D O I
10.1016/j.chemphys.2011.06.006
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
We consider the analysis of a class of experiments in which the number of photons in consecutive time intervals is recorded. Sequence of photon counts or, alternatively, of FRET efficiencies can be studied using likelihood-based methods. For a kinetic model of the conformational dynamics and state-dependent Poisson photon statistics, the formalism to calculate the exact likelihood that this model describes such sequences of photons or FRET efficiencies is developed. Explicit analytic expressions for the likelihood function for a two-state kinetic model are provided. The important special case when conformational dynamics are so slow that at most a single transition occurs in a time bin is considered. By making a series of approximations, we eventually recover the likelihood function used in hidden Markov models. In this way, not only is insight gained into the range of validity of this procedure, but also an improved likelihood function can be obtained. Published by Elsevier B.V.
引用
收藏
页码:53 / 60
页数:8
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