NON-PEPTIDIC AANAT INHIBITORS
J. Chem. Inf. Model., Vol. 50, No. 3, 2010 459
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sets all probe values that experience interaction energy greater
than Ecut to Ecut. In this study, the Lennard-Jones parameters
and the van der Waals radii were taken from the Tripos force
field, and the partial charges were calculated with the semiem-
pirical MOPAC package using the Mulliken method (PM3
Hamiltonian). The method of partial least squares (PLS)
implemented in Sybyl was used to construct and validate the
models. To determine the optimal number of components, the
SAMPLS algorithm was used.52 The optimum number of
components (ONC) was retained for final PLS analyses (first
minimum in the standard error).53 Cross-validation was per-
formed using the leave-one-out procedure, wherein one com-
pound is removed from the data set, and its activity is predicted
using the model derived from the rest of the data set. A column
filtering of 2.0 kcal/mol was used to reduce noise. Finally,
nonvalidated models were produced, and conventional correla-
tion coefficient r2 and standard error of estimate SEE (or s) were
computed. An alternative to the standard method was also
considered to calculate the CoMFA fields. The “box” option
was used, which consists of replacing the probe atom by eight
probe atoms (making the corners of a cube) centered on the
coordinates of the original one. The interactions between each
probe atom and target molecule are calculated, and the average
value is assigned to the original probe coordinates. With this
“box” option, the cutoff is applied by considering the “abrupt”
method. From fully validated CoMFA models, contour maps
are presented displaying the most relevant regions of the space,
where the variations in statistical steric and electrostatic fields
are the largest. These contour maps highlight the areas where
changes in the molecular field values are strongly associated
with changes in binding affinities.
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This work received financial support from the Laboratoires
Servier. We thank the Centre de Ressources Informatiques
de Haute Normandie (CRIHAN) and the European Com-
munity (FEDER) for the molecular modeling software.
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