M. M. C. Ferreira, R. Kiralj, "QSAR Study of b-Lactam Antibiotic Efflux by the Bacterial Multidrug Resistance Pump AcrB". Rio de Janeiro, RJ, Brazil, 22-25/11/2004: The 2nd Brazilian Symposium on Medicinal Chemistry: Current Trends in Drug Discovery and Development. Abstract Book, (2004) 76. Poster S3-132. Session 3 (S3): Drug Design: Tools in Chemo- and Bioinformatics.
Key words: AcrB multidrug resistance efflux pump,
b-lactam
antibiotics, Quantitative Structure-Activity Relationship (QSAR)
Principal Component (PCA) and Hierarchical Cluster (HCA)
Analysis and Partial Least Squares (PLS) regression have been applied
in the QSAR study of 16 b-lactam
antibiotics (penicillins and cephalosporins) as substrates
of multidrug resistance efflux membrane
pump AcrAB-TolC in three strains of Salmonella typhimurium.
Electronic and hydrogen bonding molecular descriptors were
obtained
by using quantum chemical methods
or structure fragment counts, while
lipophilicity descriptors were generated using
various
calculation methods. PCA - HCA analysis
on three activity scales (pMICs) resulted in classification of samples
as good, moderately
good and poor pump substrates, and in clear
evidence that the efflux activity is determined also
by bacterial strain. The analogous analysis on
lipophilicity descriptors discovered significant differences among them
and clustering of samples in accordance with the type of b-lactam
side chains. The parsimonius cross-validated
PLS models with three principal components
(Q=0.86-0.98, R=0.94-
0.99, SEP=0.21-0.46) included linear
and non-linear terms of some lipophilicity
descriptors, hydrogen bonding and electronic
descriptors related to drug amphiphilicity.
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