F. Avbelj et L. Fele, PREDICTION OF THE 3-DIMENSIONAL STRUCTURE OF PROTEINS USING THE ELECTROSTATIC SCREENING MODEL AND HIERARCHICAL CONDENSATION, Proteins, 31(1), 1998, pp. 74-96
We describe a method for predicting the three-dimensional (3-D) struct
ure of proteins from their sequence alone. The method is based on the
electrostatic screening model for the stability of the protein main-ch
ain conformation. The free energy of a protein as a function of its co
nformation is obtained from the potentials of mean force analysis of h
igh-resolution x-ray protein structures, The free energy function is s
imple and contains only 44 fitted coefficients. The minimization of th
e free energy is performed by the torsion space Monte Carlo procedure
using the concept of hierarchic condensation. The Monte Carlo minimiza
tion procedure is applied to predict the secondary, super-secondary, a
nd native 3-D structures of 12 proteins with 28-110 amino acids. The 3
-D structures of the majority of local secondary and super-secondary s
tructures are predicted accurately. This result suggests that control
in forming the native-like local structure is distributed along the en
tire protein sequence, The native 3-D structure is predicted correctly
for 3 of 12 proteins composed mainly from the alpha-helices. The meth
od fails to predict the native 3-D structure of proteins with a predom
inantly beta secondary structure. We suggest that the hierarchic conde
nsation is not an appropriate procedure for simulating the folding of
proteins made up primarily from beta-strands. The method has been prov
ed accurate in predicting the local secondary and super-secondary stru
ctures in the blind ab initio 3-D prediction experiment. (C) 1998 Wile
y-Liss, Inc.