A Random Force is a Force, of Course, of Coarse: Decomposing Complex Enzyme Kinetics with Surrogate Models
dc.contributor.author | Calderon, Christopher P. | en_US |
dc.date.accessioned | 2018-06-19T17:45:08Z | en_US |
dc.date.available | 2018-06-19T17:45:08Z | en_US |
dc.date.issued | 2009-06 | en_US |
dc.date.note | June 2009 | en_US |
dc.description.abstract | The temporal autocorrelation (AC) function associated with monitoring order parameters characterizing conformational fluctuations of an enzyme is analyzed using a collection of surrogate models. The surrogates considered are phenomenological stochastic differential equation (SDE) models. It is demonstrated how an ensemble of such surrogate models, each surrogate being calibrated from a single trajectory, indirectly contains information about unresolved conformational degrees of freedom. This ensemble can be used to construct complex temporal ACs associated with a ``non-Markovian" process. The ensemble of surrogates approach allows researchers to consider models more flexible than a mixture of exponentials to describe relaxation times and at the same time gain physical information about the system. The relevance of this type of analysis to matching single-molecule experiments to computer simulations and how more complex stochastic processes can emerge from a mixture of simpler processes is also discussed. The ideas are illustrated on a toy SDE model and on molecular dynamics simulations of the enzyme dihydrofolate reductase. | en_US |
dc.format.extent | 11 pp | en_US |
dc.identifier.citation | Calderon, Christopher P.. "A Random Force is a Force, of Course, of Coarse: Decomposing Complex Enzyme Kinetics with Surrogate Models." (2009) <a href="https://hdl.handle.net/1911/102126">https://hdl.handle.net/1911/102126</a>. | en_US |
dc.identifier.digital | TR09-22 | en_US |
dc.identifier.uri | https://hdl.handle.net/1911/102126 | en_US |
dc.language.iso | eng | en_US |
dc.title | A Random Force is a Force, of Course, of Coarse: Decomposing Complex Enzyme Kinetics with Surrogate Models | en_US |
dc.type | Technical report | en_US |
dc.type.dcmi | Text | en_US |
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