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4. Dunford, J. E.; Kwaasi, A. A.; Rogers, M. J.; Barnett, B. L.; Ebetino, F. H.; Russell, R.
4.3. Molecular modelling
G. G.; Oppermann, U.; Kavanagh, K. L. J. Med. Chem. 2008, 51, 2187.
5. Green, J. R.; Clezardin, P. Am. J. Clin. Oncol. (CCT) 2002, 25, S3.
6. Rogers, M. J.; Frith, J. C.; Luckman, S. P.; Coxon, F. P.; Benford, H. L.; Mönkkönen,
J.; Auriola, S.; Chilton, K. M.; Russell, R. G. G. Bone 1999, 24, 73S.
7. Wildler, L.; Jaeggi, K. A.; Glatt, M.; Müller, K.; Bachmann, R.; Bisping, M.; Born,
A.-R.; Cortesi, R.; Guiglia, G.; Jeker, H.; Klein, R.; Ramseier, U.; Schmid, J.;
Schreiber, G.; Seltenmeyer, Y.; Green, J. R. J. Med. Chem. 2002, 45, 3721.
8. Szabo, C. M.; Matsumura, Y.; Fukura, S.; Martin, M. B.; Sanders, J. M.; Sengupta,
S.; Cieslak, J. A.; Loftus, T. C.; Lea, C. R.; Lee, H.-J.; Koohang, A.; Coates, R. M.;
Sagami, H.; Oldfield, E. J. Med. Chem. 2002, 45, 2185.
The molecular models of ibandronate, 20 and 20a were con-
structed using standard bond lengths and angles with the MOE
software package.38 In accordance with their pKa values (Table
1), all compounds were modelled with three of the four phospho-
nate hydroxyl groups in their ionised state; in the case of ibandro-
nate the basic nitrogen atom was modelled as protonated.
Following truncated Newton–Raphson geometry optimisation
with the MMFF94s force field (MMFF94 charges, GB/SA implicit
solvent model) until the gradient was lower than
0.001 kcal molꢀ1 Åꢀ1, a Monte Carlo conformational search was
carried out with the StochasticCSearch module implemented in
MOE. The most stable conformer was then chosen for further opti-
misation by an ab initio HF/6–31G(d) method using the GAMESS-
US package;39 on the equilibrium geometry, atom-centred point
charges were derived by fitting the quantum-mechanical electro-
static potential with the RESP method.40 The experimental X-ray
structures of human FPPS in complex with ibandronate (PDB ID
2F94), human SQS in complex with CP-320473 (PDB ID 1EZF)
and human GGPPS in complex with geranylgeranyl diphosphate
(PDB ID 2Q80) were retrieved from the Protein Data Bank.41 While
only one monomer is present in the FPPS asymmetric unit, a trimer
and an hexamer are found for SQS and GGPPS, respectively. Since
neither active site involves the interface between monomers, only
one monomer was considered. Two short loops are missing from
the crystal structure of SQS and GGPPS (10-aminoacid and 6-ami-
noacid long, respectively). Since these loops do not contribute to
defining the shape of the active sites they were not modelled;
rather, the C- and N-chain terminals at the boundaries of the miss-
ing segments were simply capped with a N-methylamide and an
acetyl group, respectively. After removing co-crystallised inhibi-
tors, missing hydrogen atoms were added to the three enzymes
in standard positions, then their coordinates were optimised with
the SANDER module of the AMBER 10 software package,42 while
heavy atoms were harmonically restrained to the initial X-ray crys-
tal positions with a force constant of 1000 kcal molꢀ1 Åꢀ2. All
molecular mechanics optimisations on the proteins were accom-
plished using parameters and electrostatic charges of the AM-
BER99 force field. The volume of the active sites was computed
with the VOIDOO program.43 Docking of the inhibitors was carried
out using AUTODOCK 4.0.1.44–46 A grid with a 0.375 Å step size was
centred on the active site and energy maps were pre-calculated
9. Reszka, A.; Rodan, G. A. Curr. Rheumatol. Rep. 2003, 5, 65.
10. Ylitalo, R. Gen. Pharmacol. 2002, 35, 287.
11. McFarlane, S. I.; Muniyappa, R.; Shin, J. J.; Bahtiyar, G.; Sowers, J. R. Endocrine
2004, 23, 1.
12. Hamerman, D. Q. J. Med. 2005, 98, 467.
13. Gasco, A.; Schoenafinger, K. In Nitric Oxide Donors; Wang, P. G., Cai, T. B.,
Taniguchi, N., Eds.; Wiley-VCH: Weinheim, 2005; pp 131–175.
14. Kerwin, J. F., Jr; Lancaster, J. R.; Feldman, P. L. J. Med. Chem. 1995, 38, 4343.
15. Nitric Oxide and the Cardiovascular System; Loscalzo, J., Vita, J. A., Eds.; Humana
Press: Totowa, New Jersey, 2000.
16. Wallace, J. L. Br. J. Pharmacol. 2007, 152, 421.
17. Van’t Hof, R. J.; Ralstone, S. H. Immunology 2001, 103, 255.
18. Cummings, S. R.; Schwartz, A. V.; Black, D. M. N. Eng. Med. 2007, 356, 1895.
19. Defilippi, A.; Sorba, G.; Calvino, R.; Garrone, A.; Gasco, A.; Orsetti, M. Arch.
Pharm. (Weinheim) 1988, 321, 77.
20. Nancollas, G. H.; Tang, R.; Phipps, R. J.; Henneman, Z.; Gulde, S.; Wu, W.;
Mangood, A.; Russell, R. G. G.; Ebetino, F. H. Bone 2006, 38, 617.
21. Lazzarato, L.; Rolando, B.; Lolli, M. L.; Tron, G. C.; Fruttero, R.; Gasco, A.; Deleide,
G.; Guenther, H. L. J. Med. Chem. 2005, 48, 1322.
22. Avdeef, A.; Comer, J. E. A.; Thompson, S. J. Anal. Chem. 1993, 65, 42.
23. Cohen, H.; Solomon, V.; Alferiev, I. S.; Breuer, E.; Ornoy, A.; Patlas, N.; Eidelman,
N.; Hägele, G.; Golomb, G. Pharm. Res. 1998, 15, 606.
24. Rondeau, J.-M.; Bitsch, F.; Bourgier, E.; Geiser, M.; Hemmig, R.; Kroemer, M.;
Lehmann, S.; Ramage, P.; Rieffel, S.; Strauss, A.; Green, J. R.; Jahnke, W.
ChemMedChem 2006, 1, 267.
25. Pandit, J.; Danley, D. E.; Schulte, G. K.; Mazzalupo, S.; Pauly, T. A.; Hayward, C.
M.; Hamanaka, E. S.; Thompson, J. F.; Harwood, H. J., Jr. J. Biol. Chem. 2000, 275,
30610.
26. Kavanagh, K. L.; Dunford, J. E.; Bunkoczi, G.; Russell, R. G.; Oppermann, U. J. Biol.
Chem. 2006, 281, 22004.
27. Di Stilo, A.; Chegaev, K.; Lazzarato, L.; Fruttero, R.; Gasco, A.; Rastaldo, R.;
Cappello, S. Arzneim.-Forsch. 2009, 59, 111.
28. Jork, H.; Funk, W.; Fischer, W.; Wimmer, H.. In Thin Layer Chromatography;
Weinheim, VCH: Germany, 1990; Vol. 1a.
29. Calvino, R.; Mortarini, V.; Gasco, A.; Sanfilippo, A.; Ricciardi, M. L. Eur. J. Med.
Chem. 1980, 15, 485.
30. Boschi, D.; Di Stilo, A.; Cena, C.; Lolli, M. L.; Fruttero, R.; Gasco, A. Pharm. Res.
1997, 14, 1750.
31. Sorba, G.; Ermondi, G.; Fruttero, R.; Galli, U.; Gasco, A. J. Heterocycl. Chem. 1996,
33, 327.
32. Bertinaria, M.; Galli, U.; Sorba, G.; Fruttero, R.; Gasco, A.; Brenciaglia, M. I.;
Scaltrito, M. M.; Dubini, F. Drug. Dev. Res. 2003, 60, 225.
33. Kieczykowski, G. R.; Jobson, R. B.; Melillo, D. G.; Reinhold, D. F.; Grenda, V. J.;
Shinkai, I. J. Org. Chem. 1995, 60, 8310.
34. Di Stilo, A.; Visentin, S.; Cena, C.; Gasco, A. M.; Ermondi, G.; Gasco, A. J. Med.
Chem. 1998, 41, 5393.
with AUTOGRID, then flexible docking was carried out with AUTODOCK
.
35. Avdeef, A. J Pharm. Sci. 1993, 82, 183.
The target proteins were kept rigid, while ligands were left free
to explore the conformational space inside the enzyme cavities;
200 separate docking simulations were run on each target using
the Lamarckian genetic algorithm with default parameters. Dock-
ing poses were clustered according to their RMS deviation from
the starting reference structure.
36. Popjak, G. Methods Enzymol. 1969, 15, 393.
37. Field, R. B.; Holmlund, C. E.; Whittaker, N. F. Lipids 1979, 14, 741.
38. MOE Version 2008.10, Chemical Computing Group Inc.: Montreal, Quebec,
Canada, 2008.
39. Schmidt, M. W.; Baldridge, K. K.; Boatz, J. A.; Elbert, S. T.; Gordon, M. S.; Jensen,
J. H.; Koseki, S.; Matsunaga, N.; Nguyen, K. A.; Su, S. J.; Windus, T. L.; Dupuis,
M.; Montgomery, J. A. J. Comput. Chem. 1993, 14, 1347.
40. Wang, J.; Cieplak, P.; Kollman, P. A. J. Comput. Chem. 2000, 21, 1049.
42. Case, D. A.; Darden, T. A.; Cheatham, T. E., III; Simmerling, C. L.; Wang, J.; Duke,
R. E.; Luo, R.; Crowley, M.; Walker, R. C.; Zhang, W.; Merz, K. M.; Wang, B.;
Hayik, S.; Roitberg, A.; Seabra, G.; Kolossvary, I.; Wong, K. F.; Paesani, F.;
Vanicek, J.; Wu, X.; Brozell, S. R.; Steinbrecher, T.; Gohlke, H.; Yang, L.; Tan, C.;
Mongan, J.; Hornak, V.; Cui, G.; Mathews, D. H.; Seetin, M. G.; Sagui, C.; Babin,
V.; Kollman, P. A. AMBER 10, University of California: San Francisco (USA),
2008.
Acknowledgement
This work was supported by a grant from Regione Piemonte
(Ricerca sanitaria finalizzata 2008).
References and notes
43. Kleywegt, G. J.; Jones, T. A. Acta Crystallogr., Sect. D 1994, D50, 178.
44. Goodsell, D. S.; Olson, A. J. Proteins 1990, 8, 195.
1. Fleisch, H. Bisphosphonates in Bone Diseases, 3rd ed.; The Parthenon Publishing
Group Inc.: New York, 1997.
45. Morris, G. M.; Goodsell, D. S.; Huey, R.; Olson, A. J. J. Comput. Aided Mol. Des.
1996, 10, 293.
2. Boyle, W. J.; Simonet, W. S.; Lacey, D. L. Nature 2003, 423, 337.
3. Russell, R. G. G.; Croucher, P. I.; Rogers, M. J. Osteoporos. Int. 1999, 9, 66.
46. Morris, G. M.; Goodsell, D. S.; Halliday, R. S.; Huey, R.; Hart, W. E.; Belew, R. K.;
Olson, A. J. J. Comput. Chem. 1998, 19, 1639.