IDEAS home Printed from https://ideas.repec.org/a/plo/pcbi00/1006342.html
   My bibliography  Save this article

Accurate calculation of side chain packing and free energy with applications to protein molecular dynamics

Author

Listed:
  • John M Jumper
  • Nabil F Faruk
  • Karl F Freed
  • Tobin R Sosnick

Abstract

To address the large gap between time scales that can be easily reached by molecular simulations and those required to understand protein dynamics, we present a rapid self-consistent approximation of the side chain free energy at every integration step. In analogy with the adiabatic Born-Oppenheimer approximation for electronic structure, the protein backbone dynamics are simulated as preceding according to the dictates of the free energy of an instantaneously-equilibrated side chain potential. The side chain free energy is computed on the fly, allowing the protein backbone dynamics to traverse a greatly smoothed energetic landscape. This computation results in extremely rapid equilibration and sampling of the Boltzmann distribution. Our method, termed Upside, employs a reduced model involving the three backbone atoms, along with the carbonyl oxygen and amide proton, and a single (oriented) side chain bead having multiple locations reflecting the conformational diversity of the side chain’s rotameric states. We also introduce a novel, maximum-likelihood method to parameterize the side chain interactions using protein structures. We demonstrate state-of-the-art accuracy for predicting χ1 rotamer states while consuming only milliseconds of CPU time. Our method enables rapidly equilibrating coarse-grained simulations that can nonetheless contain significant molecular detail. We also show that the resulting free energies of the side chains are sufficiently accurate for de novo folding of some proteins.Author summary: To address the large gap between time scales that can be easily reached by molecular simulations and those required to understand protein dynamics, we propose a new methodology that computes a self-consistent approximation of the side chain free energy at every integration step. As a result, the method largely eliminates side chain friction, a factor that greatly slows all atom approaches. With this speed-up, our method is capable of folding some proteins in CPU-hours. We also demonstrate state-of-the-art accuracy for predicting χ1 rotamer states with a 100-fold speedup. Because conformational space can be rapidly explored with our inexpensive method, it is an excellent starting point for studying protein dynamics involving large conformational transitions.

Suggested Citation

  • John M Jumper & Nabil F Faruk & Karl F Freed & Tobin R Sosnick, 2018. "Accurate calculation of side chain packing and free energy with applications to protein molecular dynamics," PLOS Computational Biology, Public Library of Science, vol. 14(12), pages 1-25, December.
  • Handle: RePEc:plo:pcbi00:1006342
    DOI: 10.1371/journal.pcbi.1006342
    as

    Download full text from publisher

    File URL: https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1006342
    Download Restriction: no

    File URL: https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1006342&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pcbi.1006342?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pcbi00:1006342. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ploscompbiol (email available below). General contact details of provider: https://journals.plos.org/ploscompbiol/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.