Internet Electronic Journal of Molecular Design - IEJMD, ISSN 1538-6414, CODEN IEJMAT
ABSTRACT - Internet Electron. J. Mol. Des. December 2004, Volume 3, Number 12, 750-758 |
TOPS-MODE and DRAGON Descriptors in QSAR. 1. Skin Permeation
Maykel Pérez González, Aliuska Morales Helguera, and Yanisleidy Morales Rodríguez
Internet Electron. J. Mol. Des. 2004, 3, 750-758
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Abstract:
The TOPological Sub-Structural MOlecular DEsign (TOPS-MODE)
approach has been applied to the study of the permeability
coefficient of various compounds through human skin. A model with
good statistical parameters was developed
(R2 = 0.938, S = 0.24, F =
151.06) with the use of the mentioned approach for the 37 organic
compounds used in the training set. In contrast, none of nine
different approaches, including the use of constitutional
(R2 = 0.84, S = 0.38), topological
(R2 = 0.85, S = 0.37), BCUT
(R2 = 0.84, S = 0.38), 2D autocorrelations
(R2 = 0.79, S = 0.44), geometrical
(R2 = 0.87, S = 0.34), RDF
(R2 = 0.81, S = 0.41), 3D Morse
(R2 = 0.90, S = 0.29), GETAWAY
(R2 = 0.87, S = 0.35) and WHIM
(R2 = 0.70, S = 0.53) descriptors was
able to obtain a correlation coefficient superior
to 0.9 in the mentioned property with the same number of
descriptors. On the other hand, the TOPS-MODE approach obtains
the higher cross validation correlation coefficient of the all models
(q2 = 0.907). In addition the TOPS MODE allows a simple
interpretation of the model in comparison with others methodologies.
Briefly, this method codifies the molecular structure by means of the
edge adjacency matrix E. The E
matrix is a square table of order m.
The elements of such a matrix (eij) are
equal to 1 if the bonds i and j
are adjacent or 0 otherwise. To codify information related to
heteroatoms, the TOPS-MODE approach use B(wij) weighted
matrices instead of E. The weights (wij) are chemically meaningful
numbers such as bond distances, bond dipole, bond polarizabilities,
or even mathematical expressions involving atomic weights such as
hydrophobicity. We have shown that the TOPS-MODE approach is
able to describe the permeability of different compounds through
human skin. We have developed a model for predicting the
permeability coefficient which is both statistically and chemically
sound. This model explains more than 93% of the variance in the
experimental permeability coefficients and shows good predictive
ability in cross-validation. These features are significantly better than
those obtained for other nine different methodologies used to predict
this property.
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