A new global optimization method, Conformation-family Monte Carlo, has been
developed recently for searching the conformational space of macromolecule
s. In the present paper, we adapted this method for prediction of crystal s
tructures of organic molecules without assuming any symmetry constraints ex
cept the number of molecules in the unit cell. This method maintains a data
base of low energy structures that are clustered into families. The structu
res in this database are improved iteratively by a Metropolis-type Monte Ca
rlo procedure together with energy minimization, in which the search is bia
sed toward the regions of the lowest energy families. The Conformation-fami
ly Monte Carlo method is applied to a set of nine rigid and flexible organi
c molecules by using two popular force fields, AMBER and W99. The method pe
rformed well for the rigid molecules and reasonably well for the molecules
with torsional degrees of freedom.