Enhanced macromolecular refinement by simulated annealing
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                        ch. 18.2,
                                                            
                                                            
                                                                pp. 466-473
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                        a stepping stone towards development of improved models of macromolecules in solution and in the crystalline state. 
 The computational developments discussed in this review are implemented in the software suite   Crystallography & NMR System     (
Brunger ...
                            
                            
                            
                            
                    
                        
                            Searching conformational space
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.4,
                                                                    
                                                            
                                                                pp. 468-470
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                          (1984).   Molecular dynamics with coupling to an external bath. J. Chem. Phys  .   81, 3684–3690. Google Scholar 
 
        
Brunger, A. T.  (1988).   Crystallographic refinement by simulated annealing: application to a 2.8 Å resolution structure ...
                            
                                
     [
more
                                    results from section 18.2.4 in volume F]
                            
                            
                            
                            
                    
                        
                            Conclusions
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.8,
                                                                    
                                                            
                                                                pp. 472-472
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                        are implemented in the software suite   Crystallography & NMR System     (
Brunger   et al., 1998). A pre-release of the software suite is available upon request. 
 
 
 
 
 
    References   
        Adams, P. D.,  Pannu, N. S.,  Read, R. J.  &  Brünger ...
                            
                            
                            
                            
                    
                        
                            A priori chemical information
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.3.2,
                                                                    
                                                            
                                                                pp. 468-468
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                          Vojtechovsky, J.,  Clowney, L.,  
Brunger, A. T.  &  Berman, H. M.  (1996).   New parameters for the refinement of nucleic acid-containing structures. Acta Cryst  . D  52, 57–64. Google Scholar 
 
        Pearlman, D. A.  &  Kim, S.-H.  (1990).   Atomic ...
                            
                                
     [
more
                                    results from section 18.2.3 in volume F]
                            
                            
                            
                            
                    
                        
                            Introduction
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.1,
                                                                    
                                                            
                                                                pp. 466-466
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                         Google Scholar 
 
        
Brunger, A. T.  (1992).   The free R value: a novel statistical quantity for assessing the accuracy of crystal structures. Nature (London),   355, 472–474. Google Scholar 
 
        
Brunger, A. T.,  Kuriyan, J.  &  Karplus ...
                            
                            
                            
                            
                    
                        
                            Ensemble models
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.7,
                                                                    
                                                            
                                                                pp. 471-472
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                        conformer refinement requires a high observable-to-parameter ratio. 
 
 
 
    References   
        Burling, F. T.  &  
Brunger, A. T.  (1994).   Thermal motion and conformational disorder in protein crystal structures: comparison of multi-conformer ...
                            
                            
                            
                            
                    
                        
                            Examples
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.5,
                                                                    
                                                            
                                                                pp. 470-471
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                        –5023. Google Scholar 
 
        Adams, P. D.,  Pannu, N. S.,  Read, R. J.  &  
Brunger, A. T.  (1999).   Extending the limits of molecular replacement through combined simulated annealing and maximum-likelihood refinement. Acta Cryst  . D  55, 181 ...
                            
                            
                            
                            
                    
                        
                            Multi-start refinement and structure-factor averaging
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.6,
                                                                    
                                                            
                                                                pp. 471-471
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                        in situations where there is significant noise, namely when the data-to-parameter ratio is low (e.g.   if only moderate-resolution diffraction data are available). 
 
 
 
    References   
        
Brunger, A. T.  (1988).   Crystallographic refinement ...
                            
                            
                            
                            
                    
                        
                            Cross validation
                        
                        
                            Brunger, A. T., 
Adams, P. D. and 
Rice, L. M., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                Section 18.2.2,
                                                                    
                                                            
                                                                pp. 466-467
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000856 ]
                         Cross-validated coordinate-error estimates. The test set was used to compute the coordinate-error estimates (Kleywegt & Brünger, 1996). 
  
  
 
 
 
 
    References   
        
Brunger, A. T.  (1992).   The free R value: a novel statistical ...
                            
                            
                            
                            
                    
                        
                            CNS, a program system for structure-determination and refinement
                        
                        
                            Brunger, A. T., 
Adams, P. D., 
DeLano, W. L., 
Gros, P., 
Grosse-Kunstleve, R. W., 
Jiang, J.-S., 
Pannu, N. S., 
Read, R. J., 
Rice, L. M. and 
Simonson, T., 
                        
                        
                                        
                                            International Tables for Crystallography
                                         (2012). 
                                         
                                            Vol. F,
                                            
                                                            
                                                                        ch. 18.6,
                                                            
                                                            
                                                                pp. 512-519
                                                                        
                                            
                                        
                        
                        
[ doi:10.1107/97809553602060000860 ]
                        Brünger   et al.   (1997)      . 
 During simulated-annealing refinement, the model can be significantly improved. Therefore, it becomes important to recalculate the cross-validated    error estimates (Kleywegt & 
Brunger, 1996      ; Read, 1997 ...