Can a pairwise contact potential stabilize native protein folds against decoys obtained by threading?
We present a method to derive contact energy parameters from large sets of proteins. The basic requirement on which our method is based is that for each protein in the database the native contact map has lower energy than all its decoy conformations that are obtained by threading. Only when this condition is satisfied one can use the proposed energy function for fold identification. Such a set of parameters can be found (by perceptron learning) if Mp, the number of proteins in the database, is not too large. Other aspects that influence the existence of such a solution are the exact definition of contact and the value of the critical distance Rc, below which two residues are considered to be in contact. Another important novel feature of our approach is its ability to determine whether an energy function of some suitable proposed form can or cannot be parameterized in a way that satisfies our basic requirement. As a demonstration of this, we determine the region in the (Rc, Mp) plane in which the problem is solvable, i.e., we can find a set of contact parameters that stabilize simultaneously all the native conformations. We show that for large enough databases the contact approximation to the energy cannot stabilize all the native folds even against the decoys obtained by gapless threading.
Vendruscolo
M
M
Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot, Israel. michelev@bioch.ox.ac.uk
Najmanovich
R
R
Domany
E
E
D000465:Algorithms; D016208:Databases, Factual; D008956:Models, Chemical; D011487:Protein Conformation; D017510:Protein Folding