Abstract

Protein phase separation is implicated in formation of membraneless organelles, signaling puncta and the nuclear pore. Multivalent interactions of modular binding domains and their target motifs can drive phase separation. However, forces promoting the more common phase separation of intrinsically disordered regions are less understood, with suggested roles for multivalent cation-pi, pi-pi, and charge interactions and the hydrophobic effect. Known phase-separating proteins are enriched in pi-orbital containing residues and thus we analyzed pi-interactions in folded proteins. We found that pi-pi interactions involving non-aromatic groups are widespread, underestimated by force-fields used in structure calculations and correlated with solvation and lack of regular secondary structure, properties associated with disordered regions. We present a phase separation predictive algorithm based on pi interaction frequency, highlighting proteins involved in biomaterials and RNA processing.

Data availability

The following previously published data sets were used

Article and author information

Author details

  1. Robert McCoy Vernon

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  2. Paul Andrew Chong

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  3. Brian Tsang

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  4. Tae Hun Kim

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  5. Alaji Bah

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  6. Patrick Farber

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  7. Hong Lin

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  8. Julie Deborah Forman-Kay

    Program in Molecular Medicine, Hospital for Sick Children, Toronto, Canada
    For correspondence
    forman@sickkids.ca
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-8265-972X

Funding

Canadian Institutes of Health Research (114985)

  • Julie Deborah Forman-Kay

Natural Sciences and Engineering Research Council of Canada (6718)

  • Julie Deborah Forman-Kay

Canadian Cancer Society Research Institute (703477)

  • Julie Deborah Forman-Kay

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Copyright

© 2018, Vernon et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 22,759
    views
  • 2,919
    downloads
  • 663
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Robert McCoy Vernon
  2. Paul Andrew Chong
  3. Brian Tsang
  4. Tae Hun Kim
  5. Alaji Bah
  6. Patrick Farber
  7. Hong Lin
  8. Julie Deborah Forman-Kay
(2018)
Pi-Pi contacts are an overlooked protein feature relevant to phase separation
eLife 7:e31486.
https://doi.org/10.7554/eLife.31486

Share this article

https://doi.org/10.7554/eLife.31486

Further reading

    1. Structural Biology and Molecular Biophysics
    Jian Wu, Nisha A Jonniya ... Susan S Taylor
    Research Article

    Although the αC-β4 loop is a stable feature of all protein kinases, the importance of this motif as a conserved element of secondary structure, as well as its links to the hydrophobic architecture of the kinase core, has been underappreciated. We first review the motif and then describe how it is linked to the hydrophobic spine architecture of the kinase core, which we first discovered using a computational tool, local spatial Pattern (LSP) alignment. Based on NMR predictions that a mutation in this motif abolishes the synergistic high-affinity binding of ATP and a pseudo substrate inhibitor, we used LSP to interrogate the F100A mutant. This comparison highlights the importance of the αC-β4 loop and key residues at the interface between the N- and C-lobes. In addition, we delved more deeply into the structure of the apo C-subunit, which lacks ATP. While apo C-subunit showed no significant changes in backbone dynamics of the αC-β4 loop, we found significant differences in the side chain dynamics of K105. The LSP analysis suggests disruption of communication between the N- and C-lobes in the F100A mutant, which would be consistent with the structural changes predicted by the NMR spectroscopy.

    1. Structural Biology and Molecular Biophysics
    Maxim Oleynikov, Samie R Jaffrey
    Research Article

    The functional effects of an RNA can arise from complex three-dimensional folds known as tertiary structures. However, predicting the tertiary structure of an RNA and whether an RNA adopts distinct tertiary conformations remains challenging. To address this, we developed BASH MaP, a single-molecule dimethyl sulfate (DMS) footprinting method and DAGGER, a computational pipeline, to identify alternative tertiary structures adopted by different molecules of RNA. BASH MaP utilizes potassium borohydride to reveal the chemical accessibility of the N7 position of guanosine, a key mediator of tertiary structures. We used BASH MaP to identify diverse conformational states and dynamics of RNA G-quadruplexes, an important RNA tertiary motif, in vitro and in cells. BASH MaP and DAGGER analysis of the fluorogenic aptamer Spinach reveals that it adopts alternative tertiary conformations which determine its fluorescence states. BASH MaP thus provides an approach for structural analysis of RNA by revealing previously undetectable tertiary structures.