30 Journal of Medicinal Chemistry, 2006, Vol. 49, No. 1
Letters
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also performed additional CoMFA studies in which all 27
compounds were included in the analysis. The resulting cross-
validated r2 value by leaving nine compounds out is 0.54, with
similar relative contributions of the steric, electrostatic, and
TMSA fields (Supporting Information).
A comparison of the binding site of LF with the CoMFA
contour plots of steric field contribution shows a parallel
between favorable steric contours and hydrophobic regions of
the protein (Figure 3A,B). Consequently, a CoMSIA27 analysis
in which the steric field is replaced by a hydrophobic term led
to similar results (Supporting Information). It is also evident
that the substrate binding pocket is substantially larger than the
compounds, particularly around the phenyl group of 8 (Figure
3), which may also explain the positive TMSA contribution to
the CoMFA (and CoMSIA) equation. Likewise, there is a very
good parallel between the electrostatic potential molecular
surfaces of the protein and the electrostatic CoMFA contour
plots (Figure 3C,D). Therefore, by using a combination of
medicinal chemistry and computational analysis, aided by
experimental X-ray data, we were able to rationalize the activity
of the compounds in terms of specific interactions with the LF
substrate binding site. The resulting 3D QSAR model provides
an invaluable tool to estimate the inhibition constants of
additional compounds including, for example, hydroxamic-acid
based inhibitors recently reported28 and could therefore be used
to prescreen in silico compounds to be synthesized and tested.
In conclusion, we have generated and validated a first series
of LF inhibitors with low-micromolar to submicromolar activity.
By using a structure-based approach, we derived a quantitative
model that should enable the design of more potent compounds
against LF. For example, derivatives of compound 8 that are
substituted in the phenyl ring with even larger substituents
containing less electronegative groups should result in com-
pounds much more potent than the parent compounds. The high
level of compatibility between the PLS coefficient contour maps
from CoMFA and the molecular surface of the active site of
LF provides further validation of the proposed model. Ulti-
mately, it would also be interesting to test all the derived
compounds against other related human metallo-proteases and
carry out a similar CoMFA analysis to establish whether
elements that are predicted to confer selectivity could be
identified. Such analysis could also be very useful for the design
of potent and selective compounds against other therapeutically
relevant metallo-proteases.
(10) Duesbery, N. S.; Webb, C. P.; Leppla, S. H.; Gordon, V. M.; Klimpel,
K. R.; Copeland, T. D.; Ahn, N. G.; Oskarsson, M. K.; Fukasawa,
K.; Paull, K. D.; Vande Woude, G. F. Proteolytic Inactivation of
MAP-Kinase-Kinase by Anthrax Lethal Factor. Science 1998, 280,
734-737.
(11) Park, J. M.; Greten, F. R.; Li, Z. W.; Karin, M. Macrophage apoptosis
by anthrax lethal factor through p38 MAP kinase inhibition. Science
2002, 297, 2048-2051.
(12) Forino, M.; Johnson, S.; Wong, T. Y.; Rozanov, D. V.; Savinov, A.
Y.; Li, W.; Fattorusso, R.; Becattini, B.; Orry A. J.; Jung, D.;
Abagyan, R. A.; Smith, J. W.; Alibek, K.; Liddington, R. C.; Strongin,
A. Y.; Pellecchia, M. Efficient synthetic inhibitors of anthrax lethal
factors. Proc. Natl. Acad. Sci. U.S.A. 2005, 102, 9499-504.
(13) Wang, G.-W.; Cheng, B. Solvent-free and aqueous Knoevenagel
condensation of aromatic ketones and malonitrile. ArkiVoc 2004, 5,
4-8.
(14) Madkhur, H. M. F.; Mahmoud, M. R.; Nassar, M. H.; Habashy, M.
M. Behaviour of Some Activated Nitriles Toward Barbituric Acid,
Thiobarbituric Acid and 3-Methyl-1-Phenylpyrazol-5-one. Molecules
2000, 5, 746-755.
(15) Madhavan, G. R.; Chakrabarti, R.; Vikramadithyan, R. K.; Mamidi,
R. N. V. S.; Balraju, V.; Rajesh, B. M.; Misra, P.; Kumar, S. K. B.;
Lohray, B. B.; Lohray, V. B.; Rajagopalan, R. Synthesis and
Biological Activity of Novel Pyrimidinone Containing Thiazo-
lidinedione Derivatives. Bioorg. Med. Chem. 2000, 10, 2671-2680.
(16) Lacova, M.; Gasporova, R.; Loos, D.; Liptay, T.; Pronayova, N. Effect
of microwave irradiation on the condensation of 6-substituted
3-formylchromones with some five-membered heterocyclic com-
pounds. Molecules 2000, 5, 167-178.
(17) Cramer, R. D., III; Patterson, D. E.; Bunce, J. D. Comparative
molecular field analysis (CoMFA). 1. Effect of shape on binding of
steroids to carrier proteins. J. Am. Chem. Soc. 1988, 110, 5959-
5967.
(18) Buolamwini, J. K.; Assefa, H. CoMFA and CoMSIA 3D QSAR and
Docking Studies on Conformationally-Restrained Cinnamoyl HIV-1
Integrase Inhibitors: Exploration of a Binding Mode at the Active
Site. J. Med. Chem. 2002, 45, 841-852.
(19) Zhou, Z.; Madura, J. D. CoMFA 3D-QSAR Analysis of HIV-1 RT
nonnucleoside inhibitors, TIBO derivatives based on docking con-
formation and alignment. J. Chem. Inf. Comput. Sci. 2004, 44, 2167-
2178.
(20) Schymkowitz, J. W.; Rousseau, F.; Martins, I. C.; Ferkinghoff-Borg,
J.; Stricher, F.; Serrano, L. Prediction of water and metal binding
sites and their affinities by using the Fold-X force field. Proc. Natl.
Acad. Sci. U.S.A. 2005, 102, 10147-10152.
(21) Jones, G.; Willett, P.; Glen, R. C.; Leach, A. R.; Taylor, R.
Development and validation of a genetic algorithm for flexible
docking. J. Mol. Biol. 1997, 267, 727-748.
(22) SYBYL, version 6.9; Tripos Inc.: St. Louis, MO.
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Acknowledgment. This work was supported in part by NIH
Grant 1UO1 AI056385.
Supporting Information Available: Procedures for the syn-
thesis of the reported compounds and analytical data and Figures
S1 and S2 and Table S1 related to additional CoMFA and CoMSIA
studies. This material is available free of charge via the Internet at
(24) Stewart, J. J. P. Optimization of parameters for semiempirical methods
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