Computational techniques for efficient conformational sampling of proteins
- PMID: 18215513
- PMCID: PMC2465814
- DOI: 10.1016/j.sbi.2007.12.001
Computational techniques for efficient conformational sampling of proteins
Abstract
In this review, we summarize the computational methods for sampling the conformational space of biomacromolecules. We discuss the methods applicable to find only lowest energy conformations (global minimization of the potential-energy function) and to generate canonical ensembles (canonical Monte Carlo method and canonical molecular dynamics method and their extensions). Special attention is devoted to the use of coarse-grained models that enable simulations to be enhanced by several orders of magnitude.
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References
-
- Scheraga HA, Lee J, Pillardy J, Ye Y-J, Liwo A, Ripoll D. Surmounting the multiple-minima problem in protein folding. J Glob Optimiz. 1999;15:235–260.
-
- Wales DJ, Scheraga HA. Global optimization of clusters, crystals, and biomolecules. Science. 1999;285:1366–1372. [of outstanding interestA comprehensive review of global-optimization methods applied to find the lowest energy structures of clusters, molecular crystals, as well as polypeptides, proteins, and other biological molecules.] - PubMed
-
- Liwo A, Khalili M, Scheraga HA. Molecular dynamics with the united-residue (UNRES) model of polypeptide chains; test of the approach on model proteins. Proc Natl Acad Sci USA. 2005;102:2362–2367. [of outstanding interestThe paper describes the first mesoscopic ab initio MD of globular proteins using a coarse-grained potential not engineered for a particular sequence. It demonstrates that globular proteins with a size of more than 70 amino-acid residues can be folded from the unfolded conformation in a few hours on a single processor.] - PMC - PubMed
-
- Liwo A, Khalili M, Czaplewski C, Kalinowski S, Ołdziej S, Wachucik K, Scheraga HA. Modification and optimization of the united-residue (UNRES) potential energy function for canonical simulations. I. Temperature dependence of the effective energy function and tests of the optimization method with single training proteins. J Phys Chem B. 2007;111:260–285. - PMC - PubMed
-
- Lei H, Duan Y. Improved sampling methods for molecular simulation. Curr Opin Struct Biol. 2007;17:187–191. [of special interestA recent comprehensive review of conformational search algorithms.] - PubMed
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