Abstract
The de novo design program Skelgen has been used to design inhibitor structures for four targets of pharmaceutical interest. The designed structures are compared to modeled binding modes of known inhibitors (i) visually and (ii) by means of a novel similarity measure considering the size and spatial proximity of the maximum common substructure of two small molecules. It is shown that the Skelgen algorithm generates representatives of many inhibitor classes within a very short time and that the new similarity measure is useful for comparing and clustering designed structures. The results demonstrate the necessity of properly defining search constraints in practical applications of de novo design.
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Murcko, M. A. In Lipkowitz, K. B. and Boyd, D. B. (Eds.), Reviews in Computational Chemistry 11, Wiley-VCH, New York, 1997, pp. 1–66.
Clark, D. E., Murray, C. W. and Li, J. in Lipkowitz, K. B. and Boyd, D. B. (Eds.), Reviews in Computational Chemistry 11, Wiley-VCH, New York, 1997, pp. 67–126.
Stahl, M. In Schneider, G. and Boehm, H.-J. (eds.), Virtual Screening for Bioactive Molecules VCH, Weinheim, 2000, pp. 229–264.
Tame, J. R. H., J. Comput.-Aided Mol. Design, 13 (1999) 99.
Boehm, H.-J. and Stahl, M., Med. Chem. Res., 9 (1999) 445.
Muegge, I. and Rarey, M. In Lipkowitz, K. B. and Boyd, D. B. (Eds.), Reviews in Computational Chemistry 17, Wiley-VCH, New York, 1997, pp. 1–60.
DeWitte, R. S., Ishchenko, A. V. and Shakhnovich, E. I., J. Am. Chem. Soc., 119 (1997) 4608.
Joseph-McCarthy, D., Hogle, J. M. and Karplus, M., Proteins, 29 (1997) 32.
Castro, A., Richards, W. G. and Lyne, P. D., Med. Chem. Res., 9 (1999) 98.
Burkhard, P., Hommel, U., Sanner, M. and Walkinshaw, M. D., J. Mol. Biol., 287 (1999) 853.
Otyepka, M., Krystof, V., Havlicek, L., Siglerova, V., Strnad, M. and Koca, J., J. Med. Chem., 43 (2000) 2506.
Schapira, M., Raaka, B. M., Samuels, H. H. and Abagyan, R., Proc. Natl. Acad. Sci. USA, 97 (2000) 1008.
Grueneberg, S., Wendt, B. and Klebe, G., Angew. Chem. Int. Ed., 40 (2001) 389.
Good, A., Curr. Opin. Drug Disc. Dev., 4 (2001) 301.
Sun, Y., Ewing, T. J. A., Skillman, A. G. and Kuntz, I. D., J. Comput.-Aided Mol. Design, 12 (1998) 579.
Rarey, M. and Lengauer, T., Persp. Drug Disc. Design, 20 (2000) 63.
Boehm, H.-J., Banner, D.W. and Weber, L., J. Comput.-Aided Mol. Design, 13 (1999) 51.
Kick, E. K., Roe, D. C., Skillman, A. G., Liu, G., Ewing, T. J. A., Sun, Y., Kuntz, I. D. and Ellman, J. A., Chem. Biol., 4 (1997) 297.
Grzybowski, B. A., Ishchenko, A. V., Kim, C.-Y., Topalov, G., Chapman, R., Christianson, D. W., Whitesides, G. M. and Shakhnovich, E. I., Proc. Natl. Acad. Sci. USA, 99 (2002) 1270.
Hubbard, R. E., Curr. Opin. Biotechnology, 8 (1997) 696.
Kubinyi, H., Curr. Opin. Drug Disc. Dev., 1 (1998) 4.
Hicks, S., Assefa, H. and Sindelar, R., Curr. Opin. Drug Disc. Dev., 2 (1999) 223.
Murcko, M. A., Caron, P. R. and Charifson, P. S., Annu. Reports Med. Chem., 34 (1999) 297.
De Lucca, G. V. and Lam, P. Y. S., Drugs Future, 23 (1998) 987.
von Itzstein, M., Wu, W.-Y., Kok, G. B., Pegg, M. S., Dyason, J. C., Jin, B., Phan, T. V., Smythe, M. L., White, H. F., Oliver, S. W., Colmant, P. M., Varghese, J. N., Ryan, D. M., Woods, J. M., Bethell, R. C., Hotham, V. J., Cameron, J. M. and Penn, C. R., Nature, 363 (1993) 418.
Babu, Y. S., Chand, P., Bantia, S., Kotian, P., Dehghani, A., El-Kattan, Y., Lin, T.-H., Hutchinson, T. L., Elliott, A. J., Parker, C. D., Ananth, S. L., Horn, L. L., Larver, G. W. and Montgomery, J. A., J. Med. Chem., 43 (2000) 3482.
Wang, G. T., Chen, Y., Wang, S., Gentles, R., Sowin, T., Kati, W., Muchmore, S., Giranda, V., Stewart, K., Sham, H., Kempf, D. and Laver, W. G., J. Med. Chem., 44 (2001) 1192.
Chand, P., Kotian, P. L., Deghani, A., El-Kattan, Y., Lin, T.-H., Hutchinson, T. L., Babu, Y. S., Bantia, S., Elliott, A. J. and Montgomery, J. A., J. Med. Chem., 44 (2001) 4379.
Boyd, D. B., Rational Molecular Design in Drug Research, In Liljefors, T., Jorgensen, F. S. and Krogsgaard-Larsen, P. (Eds.), Alfred Benzon Symposium 42, Munksgaard, Copenhagen, 1998.
Bailey, D. and Brown, D., Drug Discovery Today, 6 (2001) 57.
Bohacek, R. S. and McMartin, C., J. Am. Chem. Soc., 116 (1994) 5560.
Leach, A., Bryce, R. A. and Robinson, A. J., J. Mol. Graphics Mod., 18 (2000) 358.
Todorov, N. P. and Dean, P. M., J. Comput.-Aided Mol. Design, 11 (1997) 175.
Todorov, N. P. and Dean, P. M., J. Comput.-Aided Mol. Design, 12 (1998) 335.
Garland, S. L., New computational tools for the design of peptidomimetics, PhD thesis, University of Cambridge, 1996.
Carter, J. S., Exp. Opin. Ther. Patents, 8 (1997) 21.
Kalgutkar, A. S., Exp. Opin. Ther. Patents, 9 (1999) 831.
Talley, J. J., Prog. Med. Chem., 36 (1999) 201.
Carter, J. S., Exp. Opin. Ther. Patents, 10 (2000) 1011.
Dannhardt, G. and Laufer, S., Curr. Med. Chem., 7 (2000) 1101.
Puig, C., Crespo, M., Godesart, N., Feixas, J., Ibarzo, J., Jimenéz, J.-M., Soca, L., Cardelius, I., Heredia, A., Miralpeix, M., Puig, J., Beleta, J., Huerta, J. M., López, M., Segarra, V., Ryder, H. and Palacios, J. M., J. Med. Chem., 43 (2000) 214.
Feixas, J., Jimenéz, J.-M., Godessart, N., Puig, C., Soca, L. and Crespo, M. I., Bioorg. Med. Chem. Lett., 11 (2001) 2687.
Bosch, J., Roca, T., Catena, J.-L., Llorens, O., Pérez, J.-J., Lagunas, C., Fernandez, A. G., Miquel, I., Fernandez-Serrat, A. and Farrerons, C., Bioorg. Med. Chem. Lett., 10 (2000) 1745.
Khanna, I. K., Yu, Y., Huff, R. M., Weier, R. M., Xu, X., Koszyk, F. J., Collins, P. W., Cogburn, J. N., Isakson, P. C., Koboldt, C. M., Masferrer, J. L., Perkins, W. E., Seibert, K., Veenhuizen, A. W., Yuan, J., Yang, D.-C. and Zhang, Y. Y., J. Med. Chem., 43 (2000) 3168.
Magarian, R.vA., Overacre, L. B., Singh, S. and Meyer, K. L., Curr. Med. Chem., 1 (1994) 61.
Coghlan, M. J. and Kort, M. E., Exp. Opin. Ther. Patents, 9 (1999) 1523.
Gegnas, L. D., Exp. Opin. Ther. Patents, 10 (2000) 833.
Sippl, W., J. Comput.-Aided Mol. Design, 14 (2000) 559.
Grese, T. A., Pennington, L. D., Sluka, J. P., Adrian, M. D., Cole, H. W., Fuson, T. R., Magee, D. E., Phillips, D. L., Rowley, E. R., Shetler, P. K., Short, L. L., Venugopalan, M., Yang, M. N., Sato, M., Glasebrook, A. L. and Bryant, H. U., J. Med. Chem., 41 (1998) 1272.
Fink, B. E., Mortensen, D. S., Stauffer,S. R., Zachary, D. A. and Katzenellenbogen, J. A., Chem. Biol., 6 (1999) 205.
Kim, S.-H. and Katzenellenbogen, J. A., Bioorg. Med. Chem., 8 (2000) 785.
Stauffer, S. R., Coletta, C. J., Tedesco, R., Nishiguchi, G., Carlson, K., Sun, J., Katzenellenbogen, B. S. and Katzenellenbogen, J. A., J. Med. Chem., 43 (2000) 4934.
Tedesco, R., Youngman, M. K., Wilson, S. R. and Katzenellenbogen, J. A., Bioorg. Med. Chem. Lett., 11 (2001) 1281.
Rosania, G. R. and Chang, Y.-T., Exp. Opin. Ther. Patents, 10 (2000) 215.
Sielecki, T. M., Boylan, J. F., Benfield, P. A. and Trainor, G. L., J. Med. Chem., 43 (2000) 1.
Dumas, J., Exp. Opin. Ther. Patents, 11 (2001) 405.
Schultz, C., Link, A., Leost, M., Zaharevitz, D.W., Gussio R., Sausville, E. A., Meijer, L. and Kunick, C., J. Med. Chem., 42 (1999) 2909.
Barvian, M., Boschelli, D. H., Cossrow, J., Dobrusin, E., Fattaey, A., Fritsch, A., Fry, D., Harvey, P., Keller, P., Garrett, M., La, F., Leopold, W., McNamara, D., Quin, M., Trump-Kallmeyer, S., Toogood, P., Wu, Z. and Zhang, E., J. Med. Chem., 43 (2000) 4606.
Furet, P., Zimmermann, J., Capraro, H.-G., Meyer, T. and Imbach, P., J. Comput.-Aided Mol. Design, 14 (2000) 403.
Nugiel, D. A., Etzkorn, A.-M., Vidwans, A., Benfield, P. A., Boisclair, M., Burton, C., Cox, S., Czerniak, P. M., Doleniak, D. and Seitz, S. P., J. Med. Chem., 44 (2001) 1334.
Sielecki, T. M., Johnson, T. L., Liu, J., Muckelbauer, J. K., Grafstrom, R. H., Cox, S., Boylan, J., Burton, C. R., Chen, H., Smallwood, A., Chang, C.-H., Boisclair, M., Benfield, P. A., Trainor, G. L. and Seitz, S. P., Bioorg. Med. Chem. Lett., 11 (2001) 1157.
Babine, R. E. and Bender, S. L., Chem. Rev., 97 (1997) 1359.
Whittaker, M., Curr. Opin. Chem. Biol., 2 (1998) 386.
Beckett, R. P. and Whittaker, M., Exp. Opin. Ther. Patents, 8 (1998) 259.
Skiles, J. W., Gonnella, N. C. and Jeng, A. Y., Curr. Med. Chem. (2001) 425.
Song, Y., Connor, D. T., Sercel, A. D., Sorenson,R. J., Doubleday,R., Unangst, P. C., Roth, B. D., Beylin, V. G., Gilbertsen, R. B., Chan, K., Schrier, D. J., Guglietta, A., Bornemeier, D. A. and Dyer, R. D., J. Med. Chem., 42 (1999) 1161.
Zhu, J., Yu, H., Fan, H., Liu, H. and Shi, Y., J. Comput.-Aided Mol. Design, 15 (2001) 447.
Meyer, E. F., Botos, I., Scapozza, L. and Zhang, D., Persp. Drug Disc. Design, 3 (1995) 168.
Boehm, H.-J., Boehringer, M., Bur, D., Gmuender, H., Huber, W., Klaus, W., Kostrewa, D., Kuehne, H., Luebbers, T., Meunier-Keller, N. and Mueller, F., J. Med. Chem., 43 (2000) 2664.
Borkakoti, N., Curr. Opin. Drug Disc. Dev., 2 (1999) 449.
Daylight Chemical Information Systems, Santa Fe, New Mexico, USA.
Moloc: Gerber Molecular Design, 2002, www.moloc.ch.
Gerber, P. R. and Müller, K., J. Comput.-Aided Mol. Design, 9 (1995) 251.
World Drug Index, Derwent Information, 1996.
Bracewell, R. N. The Fourier transform and its applications, McGraw-Hill, New York, 1999.
Goodford, P. J., J. Med. Chem., 28 (1985) 849.
Garey, M. and Johnson, D. Computers and Intractability-A guide to the theory of NP-Completeness, Freeman, San Francisco, 1979.
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Stahl, M., Todorov, N.P., James, T. et al. A validation study on the practical use of automated de novo design. J Comput Aided Mol Des 16, 459–478 (2002). https://doi.org/10.1023/A:1021242018286
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DOI: https://doi.org/10.1023/A:1021242018286