Highly accurate protein structure prediction with AlphaFold
https://doi.org/10.1038/s41586-021-03819-2
John Jumper^1,4
Richard Evans^1,4
Alexander Pritzel^1,4
Tim Green^1,4
Michael Figurnov^1,4
Olaf Ronneberger^1,4
Kathryn Tunyasuvunakool^1,4
Russ Bates^1,4
Augustin Židek^1,4
Anna Potapenko^1,4
Alex Bridgland^1,4
Clemens Meyer^1,4
Simon A. A. Kohl^1,4
Andrew J. Ballard^1,4
Andrew Cowie^1,4
Bernardino Romera-Paredes^1,4
Stanislav Nikolov^1,4
Rishub Jain^1,4
Jonas Adler^1
Trevor Back^1
Stig Petersen^1
David Reiman^1
Ellen Clancy^1
Michal Zielinski^
Martin Steinegger^2,3
Michalina Pacholska^
Tamas Berghammer^1
Sebastian Bodenstein^1
David Silver^1
Oriol Vinyals^1
Andrew W. Senior^1
Koray Kavukcuoglu^1
Pushmeet Kohli^
Demis Hassabis^1,4
${ }^{1}$ DeepMind, London, UK. ${ }^{2}$ School of Biological Sciences, Seoul National University, Seoul, South Korea. ${ }^{3}$ Artificial Intelligence Institute, Seoul National University, Seoul, South Korea. ${ }^{4}$
These authors contributed equally: John Jumper, Richard Evans, Alexander Pritzel, Tim Green, Michael Figurnov, Olaf Ronneberger, Kathryn Tunyasuvunakool, Russ Bates, Augustin Židek, Anna Potapenko, Alex Bridgland, Clemens Meyer, Simon A. A. Kohl, Andrew J. Ballard, Andrew Cowie, Bernardino Romera-Paredes, Stanislav Nikolov, Rishub Jain, Demis Hassabis,
e-mail: jumper@deepmind.com dhcontact@deepmind.com
Received: 11 May 2021
Accepted: 12 July 2021
Published online: 15 July 2021