Skip to main content

2018 | OriginalPaper | Buchkapitel

Sampling in In Silico Biomolecular Studies: Single-Stage Experiments vs Multiscale Approaches

verfasst von : Nevena Ilieva, Jiaojiao Liu, Xubiao Peng, Jianfeng He, Antti Niemi, Peicho Petkov, Leandar Litov

Erschienen in: Large-Scale Scientific Computing

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In silico studies of biological molecules face the problem of sampling quality due to the systems size (in atom numbers), the time scale of the investigated processes and the admissible computational time step. Advances in hardware alone are incapable of resolving this problem and the efforts are oriented towards sampling techniques enhancements, multilevel system representations and development of multistage and multiscale methods through synergistic protocols from complementary approaches. We combine a mean field approach with all atom molecular dynamics (MD), to develop a multistage algorithm that can model protein folding and dynamics over very long time periods with atomic-level precision. We compare the quality of conformation-space sampling for villin headpiece (PDB ID 2F4K) with a 125 \(\upmu \)s long folding simulation performed on the dedicated supercomputer ANTON.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Bazari, W.L., Matsudaira, P., Wallek, M., Smeal, T., Jakes, R., Ahmed, Y.: Villin sequence and peptide map identify six homologous domains. Proc. Natl. Acad. Sci. U.S.A. 85, 4986–4990 (1988)CrossRef Bazari, W.L., Matsudaira, P., Wallek, M., Smeal, T., Jakes, R., Ahmed, Y.: Villin sequence and peptide map identify six homologous domains. Proc. Natl. Acad. Sci. U.S.A. 85, 4986–4990 (1988)CrossRef
2.
Zurück zum Zitat Berman, H.M., Westbrook, J., Feng, Z., Gilliland, G., Bhat, T.N., Weissig, H., Shindyalov, I.N., Bourne, P.E.: The protein data bank. Nucleic Acids Res. 28(1), 235–242 (2000)CrossRef Berman, H.M., Westbrook, J., Feng, Z., Gilliland, G., Bhat, T.N., Weissig, H., Shindyalov, I.N., Bourne, P.E.: The protein data bank. Nucleic Acids Res. 28(1), 235–242 (2000)CrossRef
3.
Zurück zum Zitat Chernodub, M., Hu, S., Niemi, A.J.: Topological solitons and folded proteins. Phys. Rev. E 82, 011916 (2010)CrossRef Chernodub, M., Hu, S., Niemi, A.J.: Topological solitons and folded proteins. Phys. Rev. E 82, 011916 (2010)CrossRef
4.
Zurück zum Zitat Chiu, T.K., Kubelka, J., Herbst-Irmer, R., Eaton, W.A., Hofrichter, J., Davies, D.R.: High-resolution x-ray crystal structures of the villin headpiece subdomain, an ultrafast folding protein. Proc. Natl. Acad. Sci. U.S.A. 102, 7517–7522 (2005)CrossRef Chiu, T.K., Kubelka, J., Herbst-Irmer, R., Eaton, W.A., Hofrichter, J., Davies, D.R.: High-resolution x-ray crystal structures of the villin headpiece subdomain, an ultrafast folding protein. Proc. Natl. Acad. Sci. U.S.A. 102, 7517–7522 (2005)CrossRef
5.
Zurück zum Zitat Dai, J., Niemi, A., He, J., Sieradzan, A., Ilieva, N.: Bloch spin waves and emergent structure in protein folding with hiv envelope glycoprotein as an example. Phys. Rev. E 93, 032409 (2016)CrossRef Dai, J., Niemi, A., He, J., Sieradzan, A., Ilieva, N.: Bloch spin waves and emergent structure in protein folding with hiv envelope glycoprotein as an example. Phys. Rev. E 93, 032409 (2016)CrossRef
6.
Zurück zum Zitat Frenkel, D., Smit, B.: Understanding Molecular Simulation. Academic Press, Cambridge (2001)MATH Frenkel, D., Smit, B.: Understanding Molecular Simulation. Academic Press, Cambridge (2001)MATH
7.
Zurück zum Zitat Gelman, H., Gruebele, M.: Fast protein folding kinetics. Q. Rev. Biophys. 47(2), 95–142 (2014)CrossRef Gelman, H., Gruebele, M.: Fast protein folding kinetics. Q. Rev. Biophys. 47(2), 95–142 (2014)CrossRef
8.
Zurück zum Zitat Ilieva, N., Liu, J., Marinova, R., Petkov, P., Litov, L., He, J., Niemi, A.J.: Are there folding pathways in the functional stages of intrinsically disordered proteins? In: AIP Conference Proceedings, vol. 1773, no. 1, p. 110008 (2016) Ilieva, N., Liu, J., Marinova, R., Petkov, P., Litov, L., He, J., Niemi, A.J.: Are there folding pathways in the functional stages of intrinsically disordered proteins? In: AIP Conference Proceedings, vol. 1773, no. 1, p. 110008 (2016)
9.
Zurück zum Zitat Jennings, P., Wright, P.: Formation of a molten globule intermediate early in the kinetic folding pathway of apomyoglobin. Science 262, 892–896 (1993)CrossRef Jennings, P., Wright, P.: Formation of a molten globule intermediate early in the kinetic folding pathway of apomyoglobin. Science 262, 892–896 (1993)CrossRef
10.
Zurück zum Zitat Krokhotin, A., Lundgren, M., Niemi, A.J., Peng, X.: Soliton driven relaxation dynamics and protein collapse in the villin headpiece. J. Phys.: Condens. Matter 25(32), 325103 (2013) Krokhotin, A., Lundgren, M., Niemi, A.J., Peng, X.: Soliton driven relaxation dynamics and protein collapse in the villin headpiece. J. Phys.: Condens. Matter 25(32), 325103 (2013)
11.
Zurück zum Zitat Kubelka, J., Chiu, T., Davies, D., Eaton, W., Hofrichter, J.: Sub-microsecond protein folding. J. Mol. Biol. 359, 546–553 (2006)CrossRef Kubelka, J., Chiu, T., Davies, D., Eaton, W., Hofrichter, J.: Sub-microsecond protein folding. J. Mol. Biol. 359, 546–553 (2006)CrossRef
12.
Zurück zum Zitat Lindorff-Larsen, K., Piana, S., Dror, R.O., Shaw, D.E.: How fast-folding proteins fold. Science 334(6055), 517–520 (2011)CrossRef Lindorff-Larsen, K., Piana, S., Dror, R.O., Shaw, D.E.: How fast-folding proteins fold. Science 334(6055), 517–520 (2011)CrossRef
13.
Zurück zum Zitat Liu, J., Dai, J., He, J., Niemi, A.J., Ilieva, N.: Multistage modeling of protein dynamics with monomeric Myc oncoprotein as an example. Phys. Rev. E 95, 032406 (2017)CrossRef Liu, J., Dai, J., He, J., Niemi, A.J., Ilieva, N.: Multistage modeling of protein dynamics with monomeric Myc oncoprotein as an example. Phys. Rev. E 95, 032406 (2017)CrossRef
14.
Zurück zum Zitat Metropolis, N., Rosenbluth, A., Rosenbluth, M., Teller, A., Teller, E.: Equation of state calculations by fast computing machines. J. Chem. Phys. 21(6), 1087–1092 (1953)CrossRef Metropolis, N., Rosenbluth, A., Rosenbluth, M., Teller, A., Teller, E.: Equation of state calculations by fast computing machines. J. Chem. Phys. 21(6), 1087–1092 (1953)CrossRef
15.
Zurück zum Zitat Niemi, A.J.: Gauge fields, strings, solitons, anomalies, and the speed of life. Theoret. Math. Phys. 181(1), 1235–1262 (2014)MathSciNetCrossRefMATH Niemi, A.J.: Gauge fields, strings, solitons, anomalies, and the speed of life. Theoret. Math. Phys. 181(1), 1235–1262 (2014)MathSciNetCrossRefMATH
16.
Zurück zum Zitat Páll, S., Abraham, M.J., Kutzner, C., Hess, B., Lindahl, E.: Tackling exascale software challenges in molecular dynamics simulations with GROMACS. In: Markidis, S., Laure, E. (eds.) EASC 2014. LNCS, vol. 8759, pp. 3–27. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-15976-8_1 Páll, S., Abraham, M.J., Kutzner, C., Hess, B., Lindahl, E.: Tackling exascale software challenges in molecular dynamics simulations with GROMACS. In: Markidis, S., Laure, E. (eds.) EASC 2014. LNCS, vol. 8759, pp. 3–27. Springer, Cham (2015). https://​doi.​org/​10.​1007/​978-3-319-15976-8_​1
17.
Zurück zum Zitat Raval, A., Piana, S., Eastwood, M.P., Dror, R.O., Shaw, D.E.: Refinement of protein structure homology models via long, all-atom molecular dynamics simulations. Proteins: Struct. Funct. Bioinf. 80(8), 2071–2079 (2012) Raval, A., Piana, S., Eastwood, M.P., Dror, R.O., Shaw, D.E.: Refinement of protein structure homology models via long, all-atom molecular dynamics simulations. Proteins: Struct. Funct. Bioinf. 80(8), 2071–2079 (2012)
18.
Zurück zum Zitat Rotkiewicz, P., Skolnick, J.: Fast procedure for reconstruction of full-atom protein models from reduced representations. J. Comput. Chem. 29(9), 1460–1465 (2008)CrossRef Rotkiewicz, P., Skolnick, J.: Fast procedure for reconstruction of full-atom protein models from reduced representations. J. Comput. Chem. 29(9), 1460–1465 (2008)CrossRef
20.
Zurück zum Zitat Saunders, M., Voth, G.: Coarse-graining methods for computational biology. Annu. Rev. Biophys. 42, 73–93 (2013)CrossRef Saunders, M., Voth, G.: Coarse-graining methods for computational biology. Annu. Rev. Biophys. 42, 73–93 (2013)CrossRef
21.
Zurück zum Zitat Shaw, D.E., et al.: Anton, a special-purpose machine for molecular dynamics simulation. SIGARCH Comput. Archit. News 35(2), 1–12 (2007)MathSciNetCrossRef Shaw, D.E., et al.: Anton, a special-purpose machine for molecular dynamics simulation. SIGARCH Comput. Archit. News 35(2), 1–12 (2007)MathSciNetCrossRef
22.
Zurück zum Zitat Shaw, D.E., et al.: Millisecond-scale molecular dynamics simulations on Anton. In: Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis, SC 2009, pp. 39:1–39:11. ACM, New York (2009) Shaw, D.E., et al.: Millisecond-scale molecular dynamics simulations on Anton. In: Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis, SC 2009, pp. 39:1–39:11. ACM, New York (2009)
Metadaten
Titel
Sampling in In Silico Biomolecular Studies: Single-Stage Experiments vs Multiscale Approaches
verfasst von
Nevena Ilieva
Jiaojiao Liu
Xubiao Peng
Jianfeng He
Antti Niemi
Peicho Petkov
Leandar Litov
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-73441-5_56