Multiple Pharmacophores for the Investigation of Human UDP-
Glucuronosyltransferase Isoform Substrate Selectivity
Michael J. Sorich, John O. Miners, Ross A. McKinnon, and Paul A. Smith
School of Pharmaceutical, Molecular and Biomedical Sciences, University of South Australia, Adelaide, South Australia,
Australia (M.J.S., R.A.M.); and Department of Clinical Pharmacology, Flinders University and Flinders Medical Centre, Bedford
Park, South Australia, Australia (J.O.M., P.A.S.)
Received August 14, 2003; accepted November 3, 2003 This article is available online at http://molpharm.aspetjournals.org
ABSTRACT
The UDP-glucuronosyltransferase (UGT) enzyme ‘superfamily’
contributes to the metabolism of a myriad of drugs, nondrug
xenobiotic agents, and endogenous compounds. Although the
individual UGT isoforms exhibit distinct but overlapping sub-
strate selectivities, structural features of substrates that confer
selectivity remain largely unknown. Using methods developed
for pharmacophore fingerprinting combined with optimization
and pattern recognition techniques, subsets of pharmacoph-
ores associated with the substrates and nonsubstrates of 12
human UGT isoforms were selected to generate predictive
models of substrate selectivity and to elucidate the chemical
and structural features associated with substrates and nonsub-
strates. For all 12 UGT isoforms, the pharmacophore model
generated showed predictive ability, as determined by a test
set comprising 30% of the available data for each isoform.
Models for UGT1A6, -1A7, -1A9, and -2B4 displayed the best
predictive ability (75% of test set predicted correctly) and
were further analyzed to interpret the pharmacophores se-
lected as important. The individual pharmacophores differed
among isoforms but generally represented relatively simple
structural and chemical features. For example, an aromatic ring
attached to the nucleophilic group was found to increase the
likelihood of glucuronidation by UGT1A6, UGT1A7 and
UGT1A9. A large hydrophobic region close to the nucleophile
and a hydrogen bond acceptor 10 Å from the nucleophile were
found to be common to most UGT2B4 substrates. The phar-
macophores further suggest that the environment immediately
adjacent to the nucleophilic site of conjugation is an important
determinant of metabolism by a particular UGT.
UDP-Glucuronosyltransferase (UGT) catalyzes the cova-
lent linkage or ‘conjugation’ of glucuronic acid, derived from
cofactor UDP-glucuronic acid, to a typically lipophilic sub-
strate containing a suitable acceptor functional group (most
commonly hydroxyl, carboxyl, or amine) according to a sec-
ond-order nucleophilic mechanism (Radominska-Pandya et
al., 1999). UGT has the capacity to metabolize a myriad of
structurally diverse compounds, including drugs from all
therapeutic classes, dietary chemicals, environmental pollut-
ants, endogenous compounds (e.g., bile acids, bilirubin, and
hydroxysteroids), and the products of phase I metabolism
(Miners and Mackenzie, 1991; Radominska-Pandya et al.,
1999; Tukey and Strassburg, 2000).
Like other drug metabolizing enzymes that exhibit broad
substrate selectivity (particularly cytochrome P450), UGT
exists as an enzyme superfamily (Mackenzie et al., 1997;
Tukey and Strassburg, 2000). The various UGT gene prod-
ucts (‘isoforms’) have been classified into two families, UGT1
and UGT2, based on amino acid sequence identity. cDNAs
encoding 16 UGT proteins have been isolated to date: UGT
1A1, 1A3, 1A4, 1A6, 1A7, 1A8, 1A9, 1A10, 2B4, 2B7, 2B10,
2B11, 2B15, 2B17, and 2B28. Available evidence suggests
that the individual UGT isoforms exhibit distinct substrate
selectivities but often have significant overlap (Radominska-
Pandya et al., 1999; Tukey and Strassburg, 2000; Sorich et
al., 2003). Numerous factors, including genetic polymor-
phism and metabolic drug interactions, are known to influ-
ence UGT activity in vivo; hence, the metabolic clearances of
glucuronidated compounds may vary considerably (Miners
and Mackenzie, 1991; Tukey and Strassburg, 2000).
Undesirable pharmacokinetic properties are a significant
cause of failure in new drug development, and drug interac-
tions and impaired clearance caused by genetic polymor-
phism are important in this regard (Ekins et al., 2000; In-
gelman-Sundberg, 2001). Moreover, knowledge of drug
interactions, genetic polymorphism and other factors alter-
ing metabolic clearance is important for rationalising and
This work was supported by a grant from the National Health and Medical
Research Council of Australia. M.J.S. is a recipient of an Australian Postgrad-
uate Award.
ABBREVIATIONS: UGT, UDP-glucuronosyltransferase; PLSDA, partial least squares discriminant analysis; 2D, two-dimensional; 3D, three-
dimensional.
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