[Folding@home] Hierarchical Nyström methods for constructing Markov state models for conformational dynamics

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[Folding@home] Hierarchical Nyström methods for constructing Markov state models for conformational dynamics

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J Chem Phys. 2013 May 7;138(17):174106. doi: 10.1063/1.4802007. ABSTRACT Markov state models (MSMs) have become a popular approach for investigating the conformational dynamics of proteins and other biomolecules. MSMs are typically built from numerous molecular dynamics simulations by dividing the sampled configurations into a large number of microstates based on geometric criteria. The resulting microstate model can then be coarse-grained into a more understandable macrostate model by lumping together rapidly mixing microstates into larger, metastable aggregates. However, finite sampling often results in the creation of many poorly sampled microstates. During coarse-graining, these states are mistakenly identified as being kinetically important because transitions to/from them appear to be slow. In this...

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