Skip to main content
Log in

Molecular polymorphism of human enzymes as the basis of individual sensitivity to drugs. Supercomputer-assisted modeling as a tool for analysis of structural changes and enzymatic activity of proteins

  • Full Articles
  • Published:
Russian Chemical Bulletin Aims and scope

Abstract

The nature of individual sensitivity to drugs associated with molecular polymorphism of human enzymes is discussed. The influence of molecular polymorphism on the activity of key human esterases, in particular, cholinesterases and carboxylesterase, responsible for hydrolytic metabolism of ester-containing drugs, is analyzed. A method was developed, which involves supercomputer-assisted modeling as a tool for assessment of molecular mechanism of the impact of point mutations on the catalytic activity of enzymes. This work is a part of a study aimed at elaboration of the concept and methods of personalized medicine.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Molekulyarnyi polimorfizm cheloveka [Molecular Polymorphism in Humans], Ed. S. D. Varfolomeev, RUDN, Moscow, 2007, 810 pp. (in Russian).

  2. Postgenomnye issledovaniya i tekhnologii [Postgenomic Research and Technologies], Ed. S. D. Varfolomeev, MSU, Moscow, 2011, 704 pp. (in Russian).

  3. S. Lushchekina, A. Nemukhin, S. Varfolomeev, P. Masson, Chem.-Biol. Interact., 2016, 259, 223.

    Article  CAS  Google Scholar 

  4. O. Lockridge, Pharmacol. Ther., 2015, 148, 34.

    Article  CAS  Google Scholar 

  5. S. D. Varfolomeev, I. V. Uporov, E. V. Fedorov, Biochemistry (Moscow) (Engl. Transl.), 2002, 67, 1099 [Biochimiya, 2002, 67, 1328].

    Article  CAS  Google Scholar 

  6. S. D. Varfolomeev, K. G. Gurevich, V. V. Poroikov, B. N. Sobolev, A. E. Fomenko, Dokl. Biochem. Biophys. (Engl. Transl.), 2001, 379, 252 [Dokl. AN, 2001, 379, 548].

    Article  CAS  Google Scholar 

  7. S. D. Varfolomeev, K. G. Gurevich, Russ. Chem. Bull. (Int. Ed.), 2001, 50, 1709 [Izv. Akad. Nauk., Ser. Khim., 2001, 1629].

    Article  CAS  Google Scholar 

  8. S. D. Varfolomeev, I. A. Gariev, I. V. Uporov, Russ. Chem. Rev., 2005, 74, 61 [Uspekhi Khimii, 2005, 74, 67].

    Article  CAS  Google Scholar 

  9. V. S. Kurova, I. N. Kurochkin, G. R. Kalamkarov, A. E. Bugrova, K. Y. Fedortchenko, S. D. Varfolomeev, Biotechnology Adv., 2009, 27, 945.

    Article  CAS  Google Scholar 

  10. V. V. Voevodin, S. A. Zhumatii, S. I. Sobolev, A. S. Antonov, P. A. Bryzgalov, D. A. Nikitenko, K. S. Stefanov, V. V. Voevodin, Open Systems J. (Engl. Transl.), 2012, 7 [Otkrytye Sistemy, 2012, 36].

    Google Scholar 

  11. V. Sadovnichy, A. Tikhonravov, V. Voevodin, V. Opanasenko, in: Contemporary High Performance Computing: From Petascale toward Exascale, Ed. J. S. Vetter, CRC Press, Boca Raton, USA, 2013, p. 283.

  12. A. V. Nemukhin, B. L. Grigorenko, S. V. Lushchekina, S. D. Varfolomeev, Russ. Chem. Rev., 2012, 81, 1011 [Uspekhi Khimii, 2012, 81, 1011].

    Article  Google Scholar 

  13. H. Delacour, S. Lushchekina, I. Mabboux, A. Bousquet, F. Ceppa, L. M. Schopfer, O. Lockridge, P. Masson, PLoS One, 2014, 9, e101552.

    Article  Google Scholar 

  14. H. Delacour, S. Lushchekina, I. Mabboux, F. Ceppa, P. Masson, L. M. Schopfer, O. Lockridge, Biochem. Pharmacol., 2014, 92, 476.

    Article  CAS  Google Scholar 

  15. Y. Nicolet, O. Lockridge, P. Masson, J. C. Fontecilla-Camps, F. Nachon, J. Biol. Chem., 2003, 278, 41141.

    Article  CAS  Google Scholar 

  16. P. Masson, S. Lushchekina, L. M. Schopfer, O. Lockridge, Biochem. J., 2013, 454, 387.

    Article  CAS  Google Scholar 

  17. S. V. Lushchekina, V. S. Polomskikh, S. D. Varfolomeev, P. Masson, Russ. Chem. Bull. (Int. Ed.), 2013, 62, 2527 [Izv. Akad. Nauk., Ser. Khim., 2013, 2527].

    Article  CAS  Google Scholar 

  18. M. W. Schmidt, K. K. Baldridge, J. A. Boatz, S. T. Elbert, M. S. Gordon, J. H. Jensen, S. Koseki, N. Matsunaga, K. A. Nguyen, S. J. Su, T. L. Windus, M. Dupuis, J. A. Montgomery, J. Comput. Chem., 1993, 14, 1347.

    Article  CAS  Google Scholar 

  19. G. M. Morris, R. Huey, W. Lindstrom, M. F. Sanner, R. K. Belew, D. S. Goodsell, A. J. Olson, J. Comput. Chem., 2009, 30, 2785.

    Article  CAS  Google Scholar 

  20. N. P. Boltneva, G. F. Makhaeva, N. V. Kovaleva, S. V. Lushchekina, Ya. V. Burgart, E. V. Shchegol’kov, V. I. Saloutin, O. N. Chupakhin, Dokl. Biochem. Biophys. (Engl. Transl.), 2015, 465, 381 [Dokl. AN, 2015, 465, 367].

    Article  CAS  Google Scholar 

  21. S. Bencharit, C. C. Edwards, C. L. Morton, E. L. HowardWilliams, P. Kuhn, P. M. Potter, M. R. Redinbo, J. Mol. Biol., 2006, 363, 201.

    Article  CAS  Google Scholar 

  22. R. B. Best, X. Zhu, J. Shim, P. E. M. Lopes, J. Mittal, M. Feig, A. D. Mackerell, J. Chem. Theory Comput., 2012, 8, 3257.

    Article  CAS  Google Scholar 

  23. K. Vanommeslaeghe, E. Hatcher, C. Acharya, S. Kundu, S. Zhong, J. Shim, E. Darian, O. Guvench, P. Lopes, I. Vorobyov, A. D. Mackerell, J. Comput. Chem., 2010, 31, 671.

    CAS  Google Scholar 

  24. J. C. Phillips, R. Braun, W. Wang, J. Gumbart, E. Tajkhorshid, E. Villa, C. Chipot, R. D. Skeel, L. Kalé, K. Schulten, J. Comput. Chem., 2005, 26, 1781.

    Article  CAS  Google Scholar 

  25. W. Humphrey, A. Dalke, K. Schulten, J. Mol. Graph., 1996, 14, 33.

    Article  CAS  Google Scholar 

  26. S. V. Lushchekina, B. L. Grigorenko, A. V. Nemukhin, S. D. Varfolomeev, in Postgenomnye issledovaniya i tekhnologii [Postgenomic Research and Technologies], Ed. S. D. Varfolomeev, MSU, Moscow, 2011, 15 (in Russian).

  27. A. V. Nemukhin, S. V. Lushchekina, A. V. Bochenkova, A. A. Golubeva, S. D. Varfolomeev, J. Mol. Modeling, 2008, 14, 409.

    Article  CAS  Google Scholar 

  28. A. Shafferman, C. Kronman, Y. Flashner, M. Leitner, H. Grosfeld, A. Ordentlich, Y. Gozes, S. Cohen, N. Ariel, D. Barak, J. Biol. Chem., 1992, 267, 17640.

    CAS  Google Scholar 

  29. A. Shafferman, B. Velan, A. Ordentlich, C. Kronman, H. Grosfeld, M. Leitner, Y. Flashner, S. Cohen, D. Barak, N. Ariel, EMBO J., 1992, 11, 3561.

    CAS  Google Scholar 

  30. M. Harel, G. Kryger, T. L. Rosenberry, W. D. Mallender, T. Lewis, R. J. Fletcher, J. M. Guss, I. Silman, J. L. Sussman, Protein Sci., 2000, 9, 1063.

    Article  CAS  Google Scholar 

  31. J. Wiesner, Z. Kriz, K. Kuca, D. Jun, J. Koca, J. Enzyme Inhib. Med. Chem., 2007, 22, 417.

    Article  CAS  Google Scholar 

  32. J. Cheung, E. N. Gary, K. Shiomi, T. L. Rosenberry, ACS Med. Chem. Lett., 2013, 4, 1091.

    Article  CAS  Google Scholar 

  33. A. D. Kharlamova, S. V. Lushchekina, K. A. Petrov, E. D. Kots, F. V. Nachon, M. Villard-Wandhammer, I. V. Zueva, E. Krejci, V. S. Reznik, V. V. Zobov, E. E. Nikolsky, P. Masson, Biochem. J., 2016, 473, 1225.

    Article  CAS  Google Scholar 

  34. D. Kaplan, A. Ordentlich, D. Barak, N. Ariel, C. Kronman, B. Velan, A. Shafferman, Biochemistry, 2001, 40, 7433.

    Article  CAS  Google Scholar 

  35. A. Ordentlich, C. Kronman, D. Barak, D. Stein, N. Ariel, D. Marcus, B. Velan, A. Shafferman, FEBS Lett., 1993, 334, 215.

    Article  CAS  Google Scholar 

  36. Z. Kovarik, N. Macek Hrvat, M. Katalinic, R. K. Sit, A. Paradyse, S. Zunec, K. Musilek, V. V. Fokin, P. Taylor, Z. Radic, Chem. Res. Toxicol., 2015, 28, 1036.

    Article  CAS  Google Scholar 

  37. P. Masson, S. V. Lushchekina, Arch. Biochem. Biophys., 2016, 593, 60.

    Article  CAS  Google Scholar 

  38. M. R. Gätke, J. R. Bundgaard, J. Viby-Mogensen, Pharmacogenet. Genomics, 2007, 17, 995.

  39. P. Masson, L. M. Schopfer, M. T. Froment, J. C. Debouzy, F. Nachon, E. Gillon, O. Lockridge, A. Hrabovska, B. N. Goldstein, Chem.-Biol. Interact., 2005, 157–158, 143.

    Article  Google Scholar 

  40. P. Masson, Biochemistry (Moscow) (Engl. Transl.), 2012, 77, 1147 [Biochimiya, 2012, 77, 1383].

    Article  CAS  Google Scholar 

  41. S. V. Lushchekina, A. V. Nemukhin, S. D. Varfolomeev, P. Masson, J. Mol. Neurosci., 2014, 52, 434.

    Article  CAS  Google Scholar 

  42. A. V. Nemukhin, I. A. Gariev, A. V. Rogov, S. D. Varfolomeev, Mendeleev Commun., 2006, 16, 290.

    Article  Google Scholar 

  43. C. B. Millard, O. Lockridge, C. A. Broomfield, Biochemistry, 1995, 34, 15925.

    Article  CAS  Google Scholar 

  44. O. Lockridge, R. M. Blong, P. Masson, M. T. Froment, C. B. Millard, C. A. Broomfield, Biochemistry, 1997, 36, 786.

    Article  CAS  Google Scholar 

  45. P. Masson, D. Roshu, Acta Naturae, 2009, 1, 68.

    Google Scholar 

  46. P. Masson, F. Nachon, C. A. Broomfield, D. E. Lenz, L. Verdier, L. M. Schopfer, O. Lockridge, Chem.-Biol. Interact., 2008, 175, 273.

    Article  CAS  Google Scholar 

  47. P. Masson, S. V. Lushchekina, Chem.-Biol. Interact., 2016, 259, 319.

    Article  CAS  Google Scholar 

  48. M. Amitay, A. Shurki, Proteins: Struct., Funct., Bioinf., 2011, 79, 352.

    Article  CAS  Google Scholar 

  49. Y. Yao, J. Liu, C.-G. Zhan, Biochemistry, 2012, 51, 8980.

    Article  CAS  Google Scholar 

  50. M. J. Field, T. W. Wymore, Phys. Scr., 2014, 89, 108004.

    Article  Google Scholar 

  51. A. Kulakova, S. Lushchekina, B. Grigorenko, A. Nemukhin, J. Theor. Comput. Chem., 2015, 1550051.

    Google Scholar 

  52. A. V. Nemukhin, A. M. Kulakova, S. V. Lushchekina, A. Yu. Ermilov, S. D. Varfolomeev, Moscow Univ. Chem. Bull. Ser. Khim. (Engl. Transl.), 2015, 70, 274 [Vestn. MGU, Ser. 2. Khimiya, 2015, 56, 343].

    Article  Google Scholar 

  53. W. Kalow, N. Staron, Biochem. Cell Biol., 1957, 35, 1305.

    Article  CAS  Google Scholar 

  54. W. Kalow, R. O. Davies, Biochem. Pharmacol., 1958, 1, 183.

    Article  Google Scholar 

  55. M. C. Mcguire, C. P. Nogueira, C. F. Bartels, H. Lightstone, A. Hajra, A. F. Van Der Spek, O. Lockridge, B. N. La Du, Proc. Natl. Acad. Sci. USA, 1989, 86, 953.

    Article  CAS  Google Scholar 

  56. P. Masson, P. Legrand, C. F. Bartels, M.-T. Froment, L. M. Schopfer, O. Lockridge, Biochemistry, 1997, 36, 2266.

    Article  CAS  Google Scholar 

  57. S. V. Lushchekina, B. L. Grigorenko, D. I. Morozov, I. V. Polyakov, A. V. Nemukhin, S. D. Varfolomeev, Russ. Chem. Bull. (Int. Ed.), 2010, 59, 55 [Izv. Akad. Nauk., Ser. Khim., 2010, 56].

    Article  CAS  Google Scholar 

  58. V. Levitsky, W. Xie, M.-T. Froment, O. Lockridge, P. Masson, Biochim. Biophys. Acta, Protein Struct. Mol. Enzymol., 1999, 1429, 422.

    Article  CAS  Google Scholar 

  59. P. Masson, C. Clery, P. Guerra, A. Redslob, C. Albaret, P. L. Fortier, Biochem. J., 1999, 343, 361.

    Article  CAS  Google Scholar 

  60. P. Masson, W. Xie, M. T. Froment, V. Levitsky, P. L. Fortier, C. Albaret, O. Lockridge, Biochim. Biophys. Acta, 1999, 1433, 281.

    Article  CAS  Google Scholar 

  61. P. Masson, W. Xie, M. T. Froment, O. Lockridge, Biochim. Biophys. Acta, 2001, 1544, 166.

    Article  CAS  Google Scholar 

  62. I. A. Adzhubei, S. Schmidt, L. Peshkin, V. E. Ramensky, A. Gerasimova, P. Bork, A. S. Kondrashov, S. R. Sunyaev, Nat. Methods, 2010, 7, 248.

    Article  CAS  Google Scholar 

  63. J. M. Schwarz, C. Rodelsperger, M. Schuelke, D. Seelow, Nat. Methods, 2010, 7, 575.

    Article  CAS  Google Scholar 

  64. T. Satoh, M. Hosokawa, Toxicol. Lett., 1995, 82–83, 439.

    Article  Google Scholar 

  65. T. Satoh, M. Hosokawa, Chem.-Biol. Interact., 2006, 162, 195.

    Article  CAS  Google Scholar 

  66. M. J. Hatfield, R. A. Umans, J. L. Hyatt, C. C. Edwards, M. Wierdl, L. Tsurkan, M. R. Taylor, P. M. Potter, Chem. Biol. Interact., 2016.

    Google Scholar 

  67. G. F. Makhaeva, S. V. Lushchekina, N. P. Boltneva, V. B. Sokolov, V. V. Grigoriev, O. G. Serebryakova, E. A. Vikhareva, A. Y. Aksinenko, G. E. Barreto, G. Aliev, S. O. Bachurin, Sci. Rep., 2015, 5, 13164.

    Article  CAS  Google Scholar 

  68. M. Citron, Nat. Rev. Drug Discov., 2010, 9, 387.

    Article  CAS  Google Scholar 

  69. V. E. Semenov, I. V. Zueva, M. A. Mukhamedyarov, S. V. Lushchekina, A. D. Kharlamova, E. O. Petukhova, A. S. Mikhailov, S. N. Podyachev, L. F. Saifina, K. A. Petrov, O. A. Minnekhanova, V. V. Zobov, E. E. Nikolsky, P. Masson, V. S. Reznik, Chem MedChem, 2015, 10, 1863.

    CAS  Google Scholar 

  70. G. F. Makhaeva, O. G. Serebryakova, N. P. Boltneva, T. G. Galenko, A. Y. Aksinenko, V. B. Sokolov, I. V. Martynov, Dokl. Biochem. Biophys. (Engl. Transl.), 2008, 423, 352 [Dokl. AN, 2008, 423, 826].

    Article  CAS  Google Scholar 

  71. G. F. Makhaeva, N. P. Boltneva, S. V. Lushchekina, O. G. Serebryakova, T. S. Stupina, A. A. Terentiev, I. V. Serkov, A. N. Proshin, S. O. Bachurin, R. J. Richardson, Bioorg. Med. Chem., 2016, 24, 1050.

    Article  CAS  Google Scholar 

  72. H. J. Zhu, K. S. Patrick, H. J. Yuan, J. S. Wang, J. L. Donovan, C. L. Devane, R. Malcolm, J. A. Johnson, G. L. Youngblood, D. H. Sweet, T. Y. Langaee, J. S. Markowitz, Am. J. Hum. Genet., 2008, 82, 1241.

    Article  CAS  Google Scholar 

  73. H. J. Zhu, J. S. Markowitz, Drug Metab. Dispos., 2009, 37, 264.

    Article  CAS  Google Scholar 

  74. H. J. Zhu, D. I. Appel, J. A. Johnson, K. D. Chavin, J. S. Markowitz, Biochem. Pharmacol., 2009, 77, 1266.

    Article  CAS  Google Scholar 

  75. E. K. Tarkiainen, M. T. Holmberg, A. Tornio, M. Neuvonen, P. J. Neuvonen, J. T. Backman, M. Niemi, Clin. Pharmacol. Ther., 2015, 97, 650.

    Article  CAS  Google Scholar 

  76. B. L. Hoh, Y. Gong, C. W. Mcdonough, M. F. Waters, A. J. Royster, T. O. Sheehan, B. Burkley, T. Y. Langaee, J. Mocco, S. L. Zuckerman, N. Mummareddy, M. L. Stephens, C. Ingram, C. M. Shaffer, J. C. Denny, M. H. Brilliant, T. E. Kitchner, J. G. Linneman, D. M. Roden, J. A. Johnson, J. Neurosurg., 2015, 1.

    Google Scholar 

  77. T. Jefferson, M. Jones, P. Doshi, E. A. Spencer, I. Onakpoya, C. J. Heneghan, BMJ, 2014, 348, g2545.

    Article  Google Scholar 

  78. T. Jefferson, M. A. Jones, P. Doshi, C. B. Del Mar, R. Hama, M. J. Thompson, E. A. Spencer, I. Onakpoya, K. R. Mahtani, D. Nunan, J. Howick, C. J. Heneghan, The Cochrane Database of Systematic Reviews, 2014, 4, CD008965.

    Google Scholar 

  79. R. Thomsen, H. B. Rasmussen, K. Linnet, I. Consortium, J. Anal. Toxicol., 2012, 36, 560.

    Article  CAS  Google Scholar 

  80. H. A. Spiller, H. L. Hays, A. Aleguas, CNS Drugs, 2013, 27, 531.

    Article  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to S. D. Varfolomeev.

Additional information

Published in Russian in Izvestiya Akademii Nauk. Seriya Khimicheskaya, No. 6, pp. 1592—1607, June, 2016.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Varfolomeev, S.D., Lushchekina, S.V., Nemukhin, A.V. et al. Molecular polymorphism of human enzymes as the basis of individual sensitivity to drugs. Supercomputer-assisted modeling as a tool for analysis of structural changes and enzymatic activity of proteins. Russ Chem Bull 65, 1592–1607 (2016). https://doi.org/10.1007/s11172-016-1487-8

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11172-016-1487-8

Key words

Navigation