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Drugit: crowd-sourcing molecular design of non-peptidic VHL binders

Author

Listed:
  • Thomas Scott

    (Vanderbilt University
    Vanderbilt University)

  • Christian Alan Paul Smethurst

    (Boehringer Ingelheim RCV)

  • Yvonne Westermaier

    (Boehringer Ingelheim RCV)

  • Moriz Mayer

    (Boehringer Ingelheim RCV)

  • Peter Greb

    (Boehringer Ingelheim RCV)

  • Roland Kousek

    (Boehringer Ingelheim RCV)

  • Tobias Biberger

    (Boehringer Ingelheim RCV)

  • Gerd Bader

    (Boehringer Ingelheim RCV)

  • Zuzana Jandova

    (Boehringer Ingelheim RCV)

  • Philipp S. Schmalhorst

    (Boehringer Ingelheim RCV)

  • Julian E. Fuchs

    (Boehringer Ingelheim RCV)

  • Aniket Magarkar

    (Boehringer Ingelheim Pharma GmbH & Co. KG)

  • Christoph Hoenke

    (Boehringer Ingelheim Pharma GmbH & Co. KG)

  • Thomas Gerstberger

    (Boehringer Ingelheim RCV)

  • Steven A. Combs

    (Vanderbilt University
    Vanderbilt University)

  • Richard Pape

    (Vanderbilt University
    Vanderbilt University)

  • Saksham Phul

    (Vanderbilt University
    Vanderbilt University)

  • Sandeepkumar Kothiwale

    (Vanderbilt University
    Vanderbilt University)

  • Andreas Bergner

    (Boehringer Ingelheim RCV)

  • Alex G. Waterson

    (Vanderbilt University
    Vanderbilt University
    Vanderbilt Institute of Chemical Biology)

  • Harald Weinstabl

    (Boehringer Ingelheim RCV)

  • Darryl B. McConnell

    (Boehringer Ingelheim RCV)

  • Jens Meiler

    (Vanderbilt University
    Vanderbilt University
    Vanderbilt University
    Vanderbilt University)

  • Jark Böttcher

    (Boehringer Ingelheim RCV)

  • Rocco Moretti

    (Vanderbilt University
    Vanderbilt University)

Abstract

Building on the role of human intuition in small molecule drug design, we explored whether crowdsourcing could recruit citizen scientists to this task while in parallel building awareness for this scientific process. Here, we introduce Drugit ( https://drugit.org ), the small molecule design mode of the online citizen science game Foldit. We demonstrate its utility by identifying distinct binders to the von Hippel Lindau E3 ligase. Several thousand molecules were suggested by players in a series of ten puzzle rounds. The proposed molecules were further evaluated in silico and manually by an expert panel. Selected candidates were synthesized and tested. One of these molecules shows dose-dependent shift perturbations in protein-observed NMR experiments. The co-crystal structure in complex with the E3 ligase reveals that the observed binding mode matches the player’s original idea. The completion of one full design cycle is a proof of concept for the Drugit approach and highlights the potential of involving citizen scientists in early drug discovery.

Suggested Citation

  • Thomas Scott & Christian Alan Paul Smethurst & Yvonne Westermaier & Moriz Mayer & Peter Greb & Roland Kousek & Tobias Biberger & Gerd Bader & Zuzana Jandova & Philipp S. Schmalhorst & Julian E. Fuchs , 2025. "Drugit: crowd-sourcing molecular design of non-peptidic VHL binders," Nature Communications, Nature, vol. 16(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-58406-0
    DOI: 10.1038/s41467-025-58406-0
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    References listed on IDEAS

    as
    1. Seth Cooper & Firas Khatib & Adrien Treuille & Janos Barbero & Jeehyung Lee & Michael Beenen & Andrew Leaver-Fay & David Baker & Zoran Popović & Foldit players, 2010. "Predicting protein structures with a multiplayer online game," Nature, Nature, vol. 466(7307), pages 756-760, August.
    2. Brian Koepnick & Jeff Flatten & Tamir Husain & Alex Ford & Daniel-Adriano Silva & Matthew J. Bick & Aaron Bauer & Gaohua Liu & Yojiro Ishida & Alexander Boykov & Roger D. Estep & Susan Kleinfelter & T, 2019. "De novo protein design by citizen scientists," Nature, Nature, vol. 570(7761), pages 390-394, June.
    3. Alexander Kawrykow & Gary Roumanis & Alfred Kam & Daniel Kwak & Clarence Leung & Chu Wu & Eleyine Zarour & Phylo players & Luis Sarmenta & Mathieu Blanchette & Jérôme Waldispühl, 2012. "Phylo: A Citizen Science Approach for Improving Multiple Sequence Alignment," PLOS ONE, Public Library of Science, vol. 7(3), pages 1-9, March.
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