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formed using a grid spacing of 1 Å. The grid dimensions were
(Å): Xmin/Xmax, -13.0/15.0; Ymin/Ymax, -13.0/13.0; Zmin/Zmax
,
-11.0/12.0.
PLS models were calculated using GOLPE, version 4.5.12.
The software automatically rejects variables having a total
sum of square (SS) less than 10-7. Afterward, an advanced
pretreatment was performed that omitted from the analysis
grid points (variables) with too low standard deviation values
(<0.02). Variables which exhibited only two values were also
removed.
Since groups of variables may represent the same structural
information as a single variable, after application of the D
optimal design criterion, the variables were grouped together
according to the Smart Region Definition (SRD) grouping
algorithm, selecting a number of 1879 seeds in the PLS weight
space with a critical cutoff distance of 1.0 Å and a collapsing
cutoff distance of 2.0 Å.
The obtained groups of variables (667 regions) were used
in the Fractional Factorial Design (FFD) variable selection
procedure, replacing the original variables. Following this
protocol, groups of variables instead of single variables were
removed from the data file. To evaluate the effect of the
grouped variables on the predictivity, a number of reduced
models was built by removing the variables according to the
FFD design and using 20% of dummies, on the basis of the
random group cross-validation approach. In detail, the ligands
were randomly assigned to five groups, each one containing
an equal number of ligands. Models were built keeping one of
these groups out of the analysis (the leave-one-out cross-
validation methodology) until all the ligands had been kept
out once. The formation of the groups and the validation was
repeated 20 times, using a maximum dimensionality of five
principal components. After application of the FFD variable
selection, 1247 active variables were kept.
(18) Schenone, S.; Bruno, O.; Bondavalli, F.; Ranise, A.; Mosti, L.;
Menozzi, G.; Fossa, P.; Manetti, F.; Morbidelli, L.; Trincavelli,
L.; Martini, C.; Lucacchini, A. Synthesis of 1-(2-chloro-2-phen-
ylethyl)-6-methylthio-1H-pyrazolo[3,4-d]pyrimidines 4-amino sub-
stituted and their biological evaluation. Eur. J. Med. Chem.
2004, 39, 153-160.
(19) Da Settimo, F.; Primofiore, G.; Taliani, S.; Marini, A. M.; La
Motta, C.; Novellino, E.; Greco, G.; Lavecchia, A.; Trincavelli,
L.; Martini, C. 3-Aryl[1,2,4]triazino[4,3-a]benzimidazol-4(10H)-
ones: a new class of selective A1 adenosine receptor antagonists.
J. Med. Chem. 2001, 44, 316-327.
(20) 4-Amino-1-(2-chloro-2-phenylethyl)-1H-pyrazolo[3,4-b]pyridine-
5-carboxylic acid ethyl ester derivatives as reported in ref 16
(1a-1f) and 1-(2-chloro-2-phenylethyl)-6-methylthio-1H-pyra-
zolo[3,4-d]pyrimidines-4-amino substituted as reported in ref 18
(77-80).
(21) 1,8-Naphthyridine as reported in ref 30 (15-44); 1,2,4-triazolo-
[4,3-a]quinoxalin-1-ones as reported in ref 31 (45-60); 3-aryl-
[1,2,4]triazino[4,3-a]benzimidazol-4(10H)-ones as reported in ref
19 (61-76).
(22) When a Ki value is impossible to be determined for a compound,
there are two alternative ways for reporting its activity. The first
one is to show the percentage of inhibition of specific radioligand
binding at the maximum dose of the compound tested (10 µM).
Alternatively, for compounds 2d, 6d, and 6e, a Ki > 10 µM
couldbe reported, similarly to that described for compounds 37
and 38 (ref 30). However, both cases describe inactive com-
pounds. As a consequence, on the basis of the fact that also
inactive compounds could be a source of important structural
information for qualitative and quantitative structure-activity
relashionship analysis, we (i. Corelli, F.; Manetti, F.; Tafi, A.;
Campiani, G.; Nacci, V.; Botta, M. Diltiazem-like calcium entry
blockers: a hypothesis of the receptor-binding site based on a
comparative molecular field analysis model. J. Med. Chem. 1997,
40, 125-131; ii.) Tafi, A.; Anastassopoulou, J.; Theophanides,
T.; Botta, M.; Corelli, F.; Massa, S.; Artico, M.; Costi, R.; Di
Santo, R.; Ragno, R. Molecular modeling of azole antifungal
agents active against Candida albicans. 1. A comparative
molecular field analysis study. J. Med. Chem. 1996, 39, 1227-
1235) and others (i. Ragno, R.; Artico, M.; De Martino, G.; La
Regina, G.; Coluccia, A.; Di Pasquali, A.; Silvestri, R. Docking
and 3-D QSAR studies on indolyl aryl sulfones. Binding mode
exploration at the HIV-1 reverse transcriptase nonnucleoside
binding site and design of highly active N-(2-hydroxyethyl)-
carboxamide and N-(2-hydroxyethyl)carbohydrazide derivatives.
J. Med. Chem. 2005, 48, 213-223; ii. Pauwels, R.; Andries, K.;
Debyser, Z.; Kukla, M. J.; Schols, D.; Breslin, H. J.; Woesten-
borghs, R.; Desmyter, J.; Janssen, M. A. C.; De Clercq, D.;
Janssen, P. A. J. New tetrahydroimidazo[4,5,1-jk][1,4]-benzodi-
azepin-2(1H)-one and -thione derivatives are potent inhibitors
of human immunodeficiency virus type 1 replication and are
synergistic with 2′,3′-dideoxynucleoside analogues. Antimicrob.
Agents Chemother. 1994, 38, 2863-2870) usually chosed to not
Acknowledgment. Financial support from Italian
MIUR (PRIN 2004037521_002) is gratefully acknowl-
edged. M.B. thanks the Merk Research Laboratories
(2004 Academic Development Program Chemistry
Award). F.M. thanks the Divisione di Chimica Farma-
ceutica della Societa` Chimica Italiana and Farmindus-
tria for the “Premio Farmindustria 2004” award. We are
indebted with Molecular Discovery for the GRID code
and we would like to thank Prof. Gabriele Cruciani
(University of Perugia) for the use of the program
GOLPE in his lab.
Supporting Information Available: Details of the syn-
thesis of compounds 2-14 and their elemental analysis data.
This material is available free of charge via the Internet at
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