Kiralj R., Ferreira M. M. C., “QSAR study of structurally unrelated substrates of MDR efflux pump VmrA from V. parahaemolyticus”. São Pedro, SP, 20-23/11/2005: XIII Simpósio Brasileiro de Química Teórica (XIII SBQT) [13th Brazilian Symposium of Theoretical Chemistry], Livro de Resumos [Book of Abstracts], 199. Poster 199.
199
QSAR study of structurally
unrelated substrates of MDR efflux pump VmrA from V. parahaemolyticus
Rudolf Kiralj (PQ), Márcia M. C. Ferreira (PQ). rudolf@iqm.unicamp.br
Instituto de Química, Universidade Estadual de Campinas, 13083-970 Campinas, SP, Brazil
Palavras-Chaves: mutidrug
resistance, semi-empirical methods, quantitative structure-activity
relationships
(QSAR)
INTRODUCTION
Multidrug resistance
(MDR) of microbes and parasites as well as of cancer
cells to currently used drugs is
becoming one of the major
problems in combating infectious and parasitic diseases and cancer,
respectively.
Among major mechanisms
of multidrug resistance in cellular microbes
and cancer cells are efflux pumps,
macromolecular systems that
extrude drugs and a large variety of structurally dissimilar substances
from cell
into the outside medium.
Bacterial MDR efflux pump VmrA exists in V. parahaemolyticus,
a marine bacteria
that causes frequently food
poisoning in Japan and many other countries [1]. VmrA
is being effective against
several structurally
unrelated drugs, organic dyes, detergents and xenobiotics. It is
a Na+/drug antiporter that
extrudes the substrates
from the cytoplasm to the periplasmic space in
a Gram-negative bacterial cell. Its
functional form consists
of a protomer placed in the inner membrane, with 448
[1] or 447 [2] residues that
form twelve hydrophobic
transmembrane segments of 21-24 residues. 3D structure
of VmrA is not know yet.
Substrates of this pump,
although structurally very diverse, must
share some common properties that are
responsible for their efflux
from V. parahaemolyticus.
METHODS
In this work, the
relationships between drug molecular properties
and efflux activity of VmrA (negative
logarithm of
Minimal Inhibitory Concentration) [1] have
been studied by means of quantitative structure-
activity relationships
(QSAR). Twelve drugs were included in the study: DAPI
(4’,6-diamino-2-phenylindole),
TPPCl (tetraphenylphosphonium
chloride), acriflavine chloride,
ethidium bromide, chloramphenicol,
norfloxacin, rhodamine
6G chloride, tetracycline, erythromycin,
streptomycin, sodium deoxycholate, and
sodium dodecyl sulfate.
Structures of the active organic parts
of all drugs were modeled according
to
available experimental structures
for these or the most similar drugs in the
Cambridge Structural Database,
taking into account
the ionic state of these species at neutral
pH. The geometry of the neutral and ionic
species was optimized at
PM3 semi-empirical level in Titan package. Molecular
descriptors were calculated
from the
obtained structures by using Titan,
MOPAC 6.0 and Chem3D programs.
Other molecular
descriptors, mainly of compositional
and topological nature, were generated from two-dimensional
chemical
formula. The molecular
descriptors data were autoscalled prior to chemometric
analysis that was performed
using programs
Pirouette and Matlab. Cut-off
0.50 in correlation coefficients
for descriptor-activity
relationships was used in
variable selection. PLS (Partial Least Squares)
regression and PCR (Principal
Component Regression)
models were built and validated by leave-one-out crossvalidation.
RESULTS AND DISCUSSION
The obtained PLS and
PCR regression models with one principal
component (70% of the total variance)
resulted in very similar
and satisfactory statistics: correlation coefficient of validation
Q > 0.80 and prediction
R > 0.88, and
standard error of validation SEV < 0.73 and
prediction SEP < 0.57. This is reasonable
to
expect since the twelve
drugs belong to twelve different classes of compounds. The first
principal component
discriminates the drugs
according to their biological activities
with respect to VmrA pump. DAPI,
TPPCl,
acriflavine and
ethidium bromide behave as good substrates
of this pump, what is in agreement
with
experimentally observed
elevated resistance of V. parahaemolyticus to these drugs
[1]. The other drugs form
two groups that are partially
mixed, as moderately good and poor substrates, to which there
is a very modest
and none MDR
in the bacterial cells, respectively. Good
substrates are characterized by rather
rigid
structures (planar fragments
and rings) and predominant hydrophobic character,
modest polarizability and
dipole moment,
and limited content of polar
groups. Certain molecular properties
exhibit parabolic
relationships with the efflux
activity of VmrA, thus indicating the optimal ranges of molecular
descriptors that
characterize the
best and worst substrates of this pump. These observations
agree with the pronounced
hydrophobic character of
this transmembrane pump.
CONCLUSIONS
Steric, eletronic and hydrophobicity
molecular descriptors of twelve unrelated drugs are quantitatively related
to the efflux rate of the
drugs, as extruded by pump VmrA in cells of V. parahaemolyticus.
ACKNOWLEDGEMENT: FAPESP
LITERATURE
[[1] J. Chen et al.,
J.
Bacteriol. 184 (2002) 572-576.
[2] K. Makino et al.,
Lancet361
(2003) 743-749.