Skip to main content
Log in

Computer simulation of proteins: thermodynamics and structure prediction

  • Dynamics of Bio Macromolecules
  • Published:
The European Physical Journal D Aims and scope Submit manuscript

Abstract

Over the last decade, computer simulations have become an increasingly important tool to study proteins. They now regularly complement experimental investigations and often are the only instrument to probe processes in the cell. Here, we summarize some of the algorithmic advances and review recent results that exemplify the progress over the last years. Our focus is on the thermodynamics and structure prediction of proteins, with information on the kinetics and dynamics inferred only indirectly.

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

  • B.A. Berg, T. Neuhaus, Phys. Lett. B 267, 249 (1991)

    Google Scholar 

  • Z.W. Salsburg, J.D. Jacobson, W. Fickett, W.W. Wood, J. Chem. Phys. 30, 65 (1959)

    Google Scholar 

  • G.M. Torrie, J.P. Valleau, Chem. Phys. Lett. 28, 578 (1974)

    Google Scholar 

  • A.M. Ferrenberg, R.H. Swendsen, Phys. Rev. Lett. 61, 2635 (1988); A.M. Ferrenberg, R.H. Swendsen, Phys. Rev. Lett. 63, 1603(E) (1089), and references given in that erratum

    Google Scholar 

  • U.H.E. Hansmann, Y. Okamoto, Physica A 212, 415 (1994)

    Google Scholar 

  • B.A. Berg, Comput. Phys. Commun. 153, 397 (2003)

    Google Scholar 

  • U.H.E. Hansmann, L.T. Wille, Phys. Rev. Lett. 88, 068105 (2002)

    Google Scholar 

  • C.J. Geyer, A. Thompson, J. Am. Stat. Assoc. 90, 909 (1995)

    Google Scholar 

  • K. Hukushima, K. Nemoto, J. Phys. Soc. (Jpn) 65, 1604 (1996)

    Google Scholar 

  • U.H.E. Hansmann, Chem. Phys. Lett. 281, 140 (1997)

    Google Scholar 

  • S. Trebst, D.A. Huse, M. Troyer, Phys. Rev. E 70, 046701 (2004)

    Google Scholar 

  • H.G. Katzgraber, S. Trebst, D.A. Huse, M. Troyer, J. Stat. Mech. Theor. Exp. P03018 (2006)

  • S. Trebst, M. Troyer, U.H.E. Hansmann, J. Chem. Phys. 124, 174903 (2006)

    Google Scholar 

  • W. Nadler, U.H.E. Hansmann, Phys. Rev. E 75, 026109 (2007)

    Google Scholar 

  • D.A. Kofke, J. Chem. Phys. 117, 6911 (2002); Erratum: J. Chem. Phys. 120, 10852 (2004)

  • C. Predescu, M. Predescu, C. Ciabanu, J. Chem. Phys. 120, 4119 (2004)

    Google Scholar 

  • D.A. Kofke, J. Chem. Phys. 121, 1167 (2004)

    Google Scholar 

  • A. Kone, D.A. Kofke, J. Chem. Phys. 122, 206101 (2005)

    Google Scholar 

  • W. Nadler, U.H.E. Hansmann, Phys. Rev. E 76, 065701R (2007)

  • W. Nadler, U.H.E. Hansmann, Phys. Rev. E 76, 057102 (2007)

    Google Scholar 

  • Y. Sugita, Y. Okamoto, Chem. Phys. Lett. 314, 141 (1999)

    Google Scholar 

  • W. Kwak, U.H.E. Hansmann, Phys. Rev. Lett. 95, 138102 (2005)

    Google Scholar 

  • J. Chen, W. Im, C.L. Brooks III, J. Comp. Chem. 26, 1565 (2005)

  • J.M. Carr, D.J. Wales, J. Chem. Phys. 123, 234901 (2005)

    Google Scholar 

  • M. Nanias, M. Chinchio, J. Pillardy, D.R. Ripoll, H.A. Scheraga, Proc. Natl. Acad. Sci. USA 100, 1706 (2003)

    Google Scholar 

  • J. Pillardy, C. Czaplewski, A. Liwo, W.J. Wedemeyer, J. Lee, D.R. Ripoll, P. Arlukowicz, S. Oldziej, Y.A. Arnautova, H.A. Scheraga, J. Phys. Chem. B 105, 7299 (2001)

    Google Scholar 

  • A. Verma, A. Schug, K.H. Lee, W. Wenzel, J. Chem. Phys. 124, 044515 (2006)

    Google Scholar 

  • A. Verma, W. Wenzel, J. Phys. Cond. Mat. 19, 285213 (2007)

    Google Scholar 

  • D. Gront, A. Kolinski, U.H.E. Hansmann, Int. J. Quant. Chem. 105, 826 (2005)

    Google Scholar 

  • U.H.E. Hansmann, Y. Okamoto, J. Chem. Phys. 110, 1267 (1999)

    Google Scholar 

  • F. Eisenmenger, U.H.E. Hansmann, S. Hayryan, C.-K. Hu, Comput. Phys. Commun. 138, 192 (2001)

    Google Scholar 

  • F. Eisenmenger, U.H.E. Hansmann, S. Hayryan, C.-K. Hu, Comput. Phys. Commun. 174, 422 (2006)

    Google Scholar 

  • J.H. Meinke, S. Mohanty, F. Eisenmenger, U.H.E. Hansmann, Comput. Phys. Commun. DOI:10.1016/j.cpc.2007.11.004.

  • G. Nemethy, K.D. Gibson, K.A. Palmer, C.N. Yoon, G. Paterlini, A. Zagari, S. Rumsey, H.A. Scheraga, J. Phys. Chem. 96, 6472 (1992)

    Google Scholar 

  • T. Ooi, M. Oobatake, G. Nemethy, H.A. Scheraga, Proc. Natl. Acad. Sci. USA 84 3086 (1987)

    Google Scholar 

  • B. Kuhlman, G. Dantas, G.C. Ireton, G. Varani, B.L. Stoddard, D. Baker, Science 302, 1364 (2003)

    Google Scholar 

  • J.D. Bryngelson, P.G. Wolynes, Proc. Natl Acad. Sci. USA 84, 7524 (1987)

    Google Scholar 

  • J.N. Onuchic, Z. Luhey-Schulten, P.G. Wolynes, Ann. Rev. Phys. Chem. 48, 545 (1997)

    Google Scholar 

  • K.A. Dill, H.S. Chan, Nat. Struct. Biol. 4, 10 (1997)

    Google Scholar 

  • E.I. Shakhnovitch, Curr. Opin. Struc. Biol. 7, 29 (1997)

    Google Scholar 

  • T. Veitshans, D. Klimov, D. Thirumalai, Fold. Des. 2, 1 (1997)

    Google Scholar 

  • T. Herges, W. Wenzel, Structure 13, 661 (2005)

    Google Scholar 

  • P. Pokarowski, A. Kolinski, J. Skolnick, Biophys. J. 84, 1518 (2003)

    Google Scholar 

  • A. Liwo, P. Arukowicz, C. Czaplewski, S. Oldziej, J. Pillardi, H.A. Scheraga, Proc. Natl. Acad. Sci. USA 99, 1937 (2002)

  • D.A. Evans, D.J. Wales, J. Chem. Phys. 121, 1080 (2004)

    Google Scholar 

  • K.W. Plaxco, K.T. Simons, D. Baker, J. Mol. Biol. 277, 985 (1998)

    Google Scholar 

  • D.E. Kim, H. Gu, D. Baker, Proc. Natl. Acad. Sci. USA 95, 4982 (1998)

    Google Scholar 

  • A. Matouschek, J. Kellis Jr, L. Serrano, A.R. Fersht, Nature 340, 122 (1989)

    Google Scholar 

  • D. Baker, Nature 405, 39 (2000)

  • A. Zarrine-Afsar, S.M. Larson, A.R. Davidson, Curr. Opin. Struct. Biol. 15, 42 (2005)

    Google Scholar 

  • C. Simmerling, B. Strockbine, A.E. Roitberg, J. Am. Chem. Soc. 124, 11258 (2002)

    Google Scholar 

  • S. Mohanty, U.H.E. Hansmann, Biophys. J. 92, 3573 (2006)

    Google Scholar 

  • R. Zhou, B.J. Berne, R. Germain, Proc. Natl. Acad. Sci. USA 98, 14931 (2001)

    Google Scholar 

  • W.Y. Yang, J.W. Pitera, W.C. Swope, M. Gruebele, J. Mol. Biol. 336, 241 (2004)

    Google Scholar 

  • W. Wenzel, Europhys. Lett. 76, 156 (2006)

    Google Scholar 

  • X. Wu, B.R. Brooks, Biophys. J. 86, 1946 (2004)

  • S. Mohanty, U.H.E. Hansmann, Phys. Rev. E 76, 1539 (2007)

    Google Scholar 

  • S. Mohanty, J. Meinke, O. Zimmermann, U.H.E. Hansmann, Proc. Natl. Acad. Sci. USA, DOI: 10.1073/pnas.0708411105

  • D. Hamada, S. Segawa, Y. Goto, Nat. Struct. Biol. 3, 868 (1996)

    Google Scholar 

  • K. Kuwata, M. Hoshino, S. Era, C.A. Batt, Y. Goto, J. Mol. Biol. 283, 731 (1998)

    Google Scholar 

  • K. Kuwata, R. Shastry, H. Cheng, M. Hoshino, C.A. Batt, Y. Goto, H. Roder, Nat. Struct. Biol. 8, 151 (2001)

    Google Scholar 

  • G. Chikenji, M. Kikuchi, Proc. Natl. Acad. Sci. USA 97, 14273 (2000)

    Google Scholar 

  • G. Chikenji, Y. Fujitsukab, S. Takada, Chem. Phys. 307, 157 (2004)

    Google Scholar 

  • S.S. Plotkin, Protein Struct. Func. Genet. 45, 337 (2001)

    Google Scholar 

  • J. Shimada, E. Kussell, E.I. Shakhnovich, J. Mol. Biol. 308, 79 (2001)

    Google Scholar 

  • E. Kussell, E.I. Shakhnovich, Phys. Rev. Lett. 89, 168101 (2002)

    Google Scholar 

  • Y. Wei, W. Nadler, U.H.E. Hansmann, J. Chem. Phys. 125, 164902 (2006)

    Google Scholar 

  • Y. Wei, W. Nadler, U.H.E. Hansmann, J. Phys. Chem. B 111, 4244 (2007)

    Google Scholar 

  • Y. Wei, W. Nadler, U.H.E. Hansmann, J. Chem. Phys. 126, 204307 (2007)

    Google Scholar 

  • P. Dugourd, R.R. Hudgins, D.E. Clemmer, M.F. Jarrold, Rev. Sci. Instrum. 68, 1122 (1997)

    Google Scholar 

  • R.R. Hudgins, J. Woenckhaus, M.F. Jarrold, Int. J. Mass. Spectrom. Ion. Proc. 165/166, 497 (1997)

    Google Scholar 

  • M. Kohtani, J.E. Schneider, T.C. Jones, M.F. Jarrold, J. Am. Chem. Soc. 126, 16981 (2004)

    Google Scholar 

  • M. Kohtani, M.F. Jarrold, J. Am. Chem. Soc. 126, 8454 (2004)

    Google Scholar 

  • B.S. Kinnear, D.T. Kaleta, M. Kohtani, R.R. Hudgins, M.F. Jarrold, J. Am. Chem. Soc. 122, 9243 (2000)

    Google Scholar 

  • C.J. McKnight, P.T. Matsudaira, P.S. Kim, Nat. Struct. Biol. 4, 180 (1997)

    Google Scholar 

  • Y. Wei, W. Nadler, U.H.E. Hansmann, J. Chem. Phys. 128, 025105 (2008)

    Google Scholar 

  • H. Lei, C. Wei, H. Liu, Y. Duan, Proc. Natl. Acad. Sci. USA 104, 4930 (2007)

    Google Scholar 

  • G.M.S. De Mori, G. Colombo, M. Micheletti, Proteins 58, 459 (2005)

    Google Scholar 

  • G. Jayachandran, V. Vishal, V.S. Pande, J. Chem. Phys. 124, 164902 (2006)

    Google Scholar 

  • J. Kubelka, W.A. Eaton, J. Hofrichter, J. Mol. Biol. 329, 625 (2003)

    Google Scholar 

  • A. Irbäck, S. Mohanty, J. Comput. Chem. 27, 1548 (2006)

    Google Scholar 

  • A. Irbäck, S. Mohanty, Biophys. J. 88, 1560 (2005)

    Google Scholar 

  • J. Moult, K. Fidelis, A. Kryshtafovych, B. Rost, T. Hubbard, A. Tramontano, Proteins 69, 3 (2007)

    Google Scholar 

  • K.T. Simons, C. Kooperberg, E. Huang, D. Baker, J. Mol. Biol. 268, 209225 (1997)

    Google Scholar 

  • Y. Zhang, Proteins S8, 108 (2007)

  • A. Kolinski, Acta Biochim. Pol. 51, 349 (2004)

    Google Scholar 

  • Y. Zhang, A. Kolinski, J. Skolnick, Biophys. J. 85, 1145 (2003)

    Google Scholar 

  • Y. Zhang, D. Kihara, J. Skolnick, Proteins 48, 192 (2002)

    Google Scholar 

  • A. Verma, W. Wenzel, From Computational Biophysics to Systems Biology (CBSB07), edited by H.E. Hansmann, J. Meinke, S. Mohanty, O. Zimmermann, NIC Series, Vol. 36 (2007) pp. 283–286

  • Y.I. Wolf, N.V. Grishin, E.V. Koonin, J. Mol. Biol. 299, 897 (2000)

    Google Scholar 

  • Y. Zhang, I.A. Hubner, A.K. Arakaki, E. Shakhnovich, J. Skolnick, Proc. Natl. Acad. Sci. USA 103, 2605 (2006)

    Google Scholar 

  • W.W. Chen, J.S. Yang, E.I. Shakhnovich, Proteins 66, 682 (2007)

  • D.T. Jones, J. Mol. Biol. 292, 195 (1999)

    Google Scholar 

  • W. Kabsch, C. Sander, Biopolymers 22, 2577 (1983)

    Google Scholar 

  • M.J. Wood, J.D. Hirst, Proteins 59, 476 (2005)

  • O. Dor, Y. Zhou, Proteins 68, 76 (2007)

    Google Scholar 

  • O. Zimmermann, U.H.E. Hansmann, Bioinformatics 22, 3009 (2006)

    Google Scholar 

  • B. Schökopf, A.J. Smola, Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond (MIT Press, Cambridge, MA, 2002)

  • O. Zimmermann, L. Wang, U.H.E. Hansmann, In Silico Biol. 7, 0037 (2007)

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to U. H.E. Hansmann.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Meinke, J., Mohanty, S., Nadler, W. et al. Computer simulation of proteins: thermodynamics and structure prediction. Eur. Phys. J. D 51, 33–40 (2009). https://doi.org/10.1140/epjd/e2008-00086-2

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1140/epjd/e2008-00086-2

PACS

Navigation