Multivariate QSAR study of 4,5-dihydroxypyrimidine carboxamides as HIV-1 integrase inhibitors
A multivariate QSAR study of thirty-three 4,5-dihydroxypyrimidine carboxamides as HIV-1 integrase (HIV-1 IN) inhibitors was performed employing Ordered Predictors Selection (OPS) algorithm and PLS regression for variable selection and model construction, respectively. Four descriptors were chosen an...
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Veröffentlicht in: | European journal of medicinal chemistry 2009-09, Vol.44 (9), p.3577-3583 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | A multivariate QSAR study of thirty-three 4,5-dihydroxypyrimidine carboxamides as HIV-1 integrase (HIV-1 IN) inhibitors was performed employing Ordered Predictors Selection (OPS) algorithm and PLS regression for variable selection and model construction, respectively. Four descriptors were chosen and a reasonable model (
n
=
30;
R
2
=
0.68; SEC
=
0.57; PRESS
cal
=
8.72;
F
(2,27)
=
28.97;
Q
2
LOO
=
0.58; SEV
=
0.62; PRESS
val
=
11.62;
R
2
pred
=
0.87; SEP
=
0.29; ARE
pred
=
4.37%;
k
=
0.99;
k′
=
1.01; |
r
2
0
−
r
2
0′|
=
−0.18) was built with two latent variables (59.54% of the information). Leave-
N-out (LNO) and
Y-randomization methods confirmed the model robustness. The descriptors indicated that the HIV-1 IN inhibition depends on the electronic distribution of the investigated compounds. The interpretation of the model is related to the most accepted mechanism of action.
A multivariate quantitative structure–activity relationship (QSAR) study was developed for a series of 4,5-dihydroxypyrimidine carboxamides that present inhibition of strand transfer reaction catalyzed by HIV-1 integrase.
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ISSN: | 0223-5234 1768-3254 |
DOI: | 10.1016/j.ejmech.2009.03.001 |