Article
Journal of Medicinal Chemistry, 2009, Vol. 52, No. 21 6647
combining quadruplets of hotspots that could be either molec-
ular atoms or points from the MIF. The first case was used:
FLAP classifies all the heavy atoms of ligand molecules as
hydrophobic, hydrogen bond donating or accepting, and posi-
tively or negatively charged. Then FLAP describes each mole-
cule as a set of quadruplets, derived by combining all the
hotspots, four by four, in an exhaustive way. Each quadruplet
is defined by the character of its composing hotspots, by their six
interatomic distances, measured in angstroms and binned in 1 A
intervals, and by an additional flag for the chirality of the
quadruplet. The huge information obtained is then documented
in a fingerprint mode where the absence or presence of all
quadruplets corresponds to 0 or 1, respectively. For computa-
tional reasons, only present quadruplets are stored in such a way
that facilitates further searches and uses. The information
obtained for the template molecule is stored in a virtual bit
string, making future computations much easier and quicker to
complete and compare. The next step in the FLAP process
would be finding the matches of the four hotspots of the
individual ligands to those of the template. When four hotspots
of the ligand molecule are found to fit over four hotspots of the
template framework, a potentially favorable superimposition
has been detected. Of course, the process is iterative, and it will
continue until all the template quadruplets are combined in all
possible ways with all ligand quadruplets. Each time, a score
associated with the two molecules and their common quadruplet
of hotspots quantifies the overlap of the two MIF: a score is
assigned to the superimposition in order to evaluate its “good-
ness” of MIF-overlapping, using the MIF of the two molecules
produced with the GRID probes DRY and OH2. At the end of
the process, only the best superimposition of each ligand to each
template is memorized. Some details of the FLAP calculations
are briefly listed: (1) the tolerance between pairwise atoms (from
template and ligand molecules) was set to 1 A. (2) The con-
formers are produced by FLAP on-the-fly with a routine that
randomly modifies the molecule and adds a new conformation
to the set only when it differs from the ones already existing. The
difference is calculated by using rmsd (root-mean-square
deviation) criteria, using 0.1 as threshold for considering two
conformations enough diverse to be treated individually. In this
way, the FLAP conformational sampling guarantees an ade-
quate treatment of molecular flexibility in order to span as much
as possible the conformational space. For the template 1 the
conformational analysis was carried out on-the-fly producing 10
different conformations and repeating for each conformation
the entire procedure described, whereas up to 100 conformers
were generated for each ligand molecule, and the best results
obtained among these was the result assigned to the compound.
(3) GRID probes DRY and OH2 was used to describe the
template and each ligand molecule. In addition, the GRID
probe H is used for describing the molecular shape. (4) The
molecular atoms were used as hotspots. (5) The level of speed
was set to 75%.
rotational strengths. This material is available free of charge via
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Acknowledgment. Financial support was provided by
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Roma and from Ministero dell’Istruzione, dell’Universita e
della Ricerca (Grants PRIN 2005034305_001, PRIN
20078J9L2A_005, and FIRB RBPR05NWWC_003). We
are also grateful for financial support from the U.S. National
Science Foundation (to P.J.S., Grants CHE-0209957 and
CHE-0614577). We also thank the USC High Performance
Computing and Communication (HPCC) facility for compu-
ter time.
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Supporting Information Available: The B3PW91/TZ2P struc-
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room-temperature equilibrium populations of >2%) together
with their DFT calculated frequencies, dipole strengths, and
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