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公开(公告)号:US20240120022A1
公开(公告)日:2024-04-11
申请号:US18275933
申请日:2022-01-27
Applicant: DeepMind Technologies Limited
Inventor: Andrew W. Senior , Simon Kohl , Jason Yim , Russell James Bates , Catalin-Dumitru Ionescu , Charlie Thomas Curtis Nash , Ali Razavi-Nematollahi , Alexander Pritzel , John Jumper
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing protein design. In one aspect, a method comprises: processing an input characterizing a target protein structure of a target protein using an embedding neural network having a plurality of embedding neural network parameters to generate an embedding of the target protein structure of the target protein; determining a predicted amino acid sequence of the target protein based on the embedding of the target protein structure, comprising: conditioning a generative neural network having a plurality of generative neural network parameters on the embedding of the target protein structure; and generating, by the generative neural network conditioned on the embedding of the target protein structure, a representation of the predicted amino acid sequence of the target protein.