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IDPConformerGenerator: A Flexible Software Suite for Sampling Conformational Space of Disordered Protein States

View ORCID ProfileJoão M.C. Teixeira, Zi Hao Liu, Ashley Namini, Jie Li, Robert M. Vernon, Mickaël Krzeminski, Alaa A. Shamandy, Oufan Zhang, Mojtaba Haghighatlari, Lei Yu, View ORCID ProfileTeresa Head-Gordon, View ORCID ProfileJulie D. Forman-Kay
doi: https://doi.org/10.1101/2022.05.28.493726
João M.C. Teixeira
1Molecular Medicine Program, Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
2Department of Biochemistry, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
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  • ORCID record for João M.C. Teixeira
  • For correspondence: forman@sickkids.ca joaomcteixeira@gmail.com
Zi Hao Liu
1Molecular Medicine Program, Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
2Department of Biochemistry, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
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Ashley Namini
1Molecular Medicine Program, Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
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Jie Li
3Pitzer Center for Theoretical Chemistry, University of California, Berkeley, California 94720, USA
4Department of Chemistry, University of California, Berkeley, California, USA
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Robert M. Vernon
1Molecular Medicine Program, Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
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Mickaël Krzeminski
1Molecular Medicine Program, Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
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Alaa A. Shamandy
1Molecular Medicine Program, Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
7Department of Computer Science, University of Toronto, Toronto, Ontario, Canada
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Oufan Zhang
3Pitzer Center for Theoretical Chemistry, University of California, Berkeley, California 94720, USA
4Department of Chemistry, University of California, Berkeley, California, USA
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Mojtaba Haghighatlari
3Pitzer Center for Theoretical Chemistry, University of California, Berkeley, California 94720, USA
4Department of Chemistry, University of California, Berkeley, California, USA
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Lei Yu
3Pitzer Center for Theoretical Chemistry, University of California, Berkeley, California 94720, USA
4Department of Chemistry, University of California, Berkeley, California, USA
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Teresa Head-Gordon
3Pitzer Center for Theoretical Chemistry, University of California, Berkeley, California 94720, USA
4Department of Chemistry, University of California, Berkeley, California, USA
5Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California 94720, USA
6Department of Bioengineering, University of California, Berkeley, California, USA
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Julie D. Forman-Kay
1Molecular Medicine Program, Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
2Department of Biochemistry, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
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  • For correspondence: forman@sickkids.ca joaomcteixeira@gmail.com
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ABSTRACT

The power of structural information for informing biological mechanism is clear for stable folded macromolecules, but similar structure-function insight is more difficult to obtain for highly dynamic systems such as intrinsically disordered proteins (IDPs) which must be described as structural ensembles. Here we present IDPConformerGenerator, a flexible, modular open source software platform for generating large and diverse ensembles of disordered protein states that builds conformers that obey geometric, steric and other physical restraints on the input sequence. IDPConformerGenerator samples backbone phi (φ), psi (ψ), and omega (ω) torsion angles of relevant sequence fragments from loops and secondary structure elements extracted from folded protein structures in the RCSB Protein Data Bank, and builds side chains from robust Monte Carlo algorithms using expanded rotamer libraries. IDPConformerGenerator has many user-defined options enabling variable fractional sampling of secondary structures, supports Bayesian models for assessing agreement of IDP ensembles for consistency with experimental data, and introduces a machine learning approach to transform between internal to Cartesian coordinates with reduced error. IDPConformerGenerator will facilitate the characterization of disordered proteins to ultimately provide structural insights into these states that have key biological functions.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://github.com/julie-forman-kay-lab/IDPConformerGenerator

  • https://idpconformergenerator.readthedocs.io/en/latest/

  • ABBREVIATIONS

    IDPs
    intrinsically disordered proteins
    IDRs
    intrinsically disordered regions
    NMR
    nuclear magnetic resonance spectroscopy
    SAXS
    small-angle X-ray scattering
    SMF
    single molecule fluorescence
    PDB
    Protein Data Bank
    MC-SCE
    Monte Carlo Side Chain Ensemble
    smFRET
    single molecule fluorescence resonance energy transfer
    CSSS
    custom secondary structure sampling
    Rg
    ra-dius of gyration
    Ree
    end-to-end distance
    FFT
    FastFloppyTail
    RMSD
    root-mean-squared deviation
    aSyn, alpha-synuclein
    I-2, inhibitor-2
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    IDPConformerGenerator: A Flexible Software Suite for Sampling Conformational Space of Disordered Protein States
    João M.C. Teixeira, Zi Hao Liu, Ashley Namini, Jie Li, Robert M. Vernon, Mickaël Krzeminski, Alaa A. Shamandy, Oufan Zhang, Mojtaba Haghighatlari, Lei Yu, Teresa Head-Gordon, Julie D. Forman-Kay
    bioRxiv 2022.05.28.493726; doi: https://doi.org/10.1101/2022.05.28.493726
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    IDPConformerGenerator: A Flexible Software Suite for Sampling Conformational Space of Disordered Protein States
    João M.C. Teixeira, Zi Hao Liu, Ashley Namini, Jie Li, Robert M. Vernon, Mickaël Krzeminski, Alaa A. Shamandy, Oufan Zhang, Mojtaba Haghighatlari, Lei Yu, Teresa Head-Gordon, Julie D. Forman-Kay
    bioRxiv 2022.05.28.493726; doi: https://doi.org/10.1101/2022.05.28.493726

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