Publications

Title:
Go-and-Back method: Effective estimation of the hidden motion of proteins from single-molecule time series

Language:English
Type:Article
Authors:Makito Miyazaki and Takahiro Harada
Editors:
Journal:Journal of Chemical Physics
ISSN:0021-9606
Volume:134
Number:13
Month:4
Year:2011
Actual year:2011
Pages:135104/1–9
URL:http://link.aip.org/link/doi/10.1063/1.3574396
doi:10.1063/1.3574396
bibtex id:2011_JCP_Miyazaki_11-07
Abstract:
We present an effective method for estimating the motion of proteins from the motion of attached probe particles in single-molecule experiments. The framework naturally incorporates Langevin dynamics to compute the most probable trajectory of the protein. By using a perturbation expansion technique, we achieve computational costs more than 3 orders of magnitude smaller than the conventional gradient descent method without loss of simplicity in the computation algorithm. We present illustrative applications of the method using simple models of single-molecule experiments and confirm that the proposed method yields reasonable and stable estimates of the hidden motion in a highly efficient manner.
Acknowledgment:
2011
"Go-and-Back method: Effective estimation of the hidden motion of proteins from single-molecule time series"
Makito Miyazaki and Takahiro Harada, Journal of Chemical Physics, 134(13), 135104/1–9 (2011)
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publisher
doi:10.1063/1.3574396