Article
Multiscale Optimization of a Truncated Newton Minimization Algorithm and Application to Proteins and Protein−Ligand Complexes
Columbia University.
Corresponding author e-mail: matt@cgl.ucsf.edu.
University of California.
Abstract
We optimize a truncated Newton (TN) minimization algorithm and computer package, TNPACK, developed for macromolecular minimizations by applying multiscale methods, analogous to those used in molecular dynamics (e.g., r-RESPA). The molecular mechanics forces are divided into short- and long-range components, with the long-range forces updated only intermittently in the iterative evaluations. This algorithm, which we refer to as MSTN, is implemented as a modification to the TNPACK package and is tested on energy minimizations of protein loops, entire proteins, and protein−ligand complexes and compared with the unmodified truncated Newton algorithm, a quasi-Newton algorithm (LBFGS), and a conjugate gradient algorithm (CG+). In vacuum minimizations, the speedup of MSTN relative to the unmodified TN algorithm (TNPACK) depends on system size and the distance cutoffs used for defining the short- and long-range interactions and the long-range force updating frequency, but it is 4 to 5 times greater in the work reported here. This algorithm works best for the minimization of small portions of a protein and shows some degradation (speedup factor of 2−3) for the minimization of entire proteins. The MSTN algorithm is faster than the quasi-Newton and conjugate gradient algorithms by approximately 1 order of magnitude. We also present a modification of the algorithm which permits minimizations with a generalized Born implicit solvent model, using a self-consistent procedure that increases the computational expense, relative to a vacuum, by only a small factor (
3−4).
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Accession Codes
- PDB: 1HOE
- PDB: 2HSP
- PDB: 1ECI
- PDB: 1CCD
- PDB: 1J8B
- PDB: 3CRD
- PDB: 1AB2
- PDB: 1HPW
- PDB: 1BUO
- PDB: 1HT9
- PDB: 1BZS
- PDB: 1BHD
- PDB: 1EJF
- PDB: 1HYT
- PDB: 1NJ4
- PDB: 1CVM
- PDB: 1DIM
- PDB: 1EM2
- PDB: 1AXN
- PDB: 2IF1
- PDB: 1kkr
History
- Published In Issue March 13, 2007
- Received April 7, 2006
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