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Unified rational protein engineering with sequence-based deep representation learning

Rational protein engineering requires a holistic understanding of protein function. Here, we apply deep learning to unlabeled amino-acid sequences to distill the fundamental features of a protein into a statistical representation that is semantically rich and structurally, evolutionarily and biophys...

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Bibliografiske detaljer
Udgivet i:Nat Methods
Main Authors: Alley, Ethan C., Khimulya, Grigory, Biswas, Surojit, AlQuraishi, Mohammed, Church, George M.
Format: Artigo
Sprog:Inglês
Udgivet: 2019
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7067682/
https://ncbi.nlm.nih.gov/pubmed/31636460
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41592-019-0598-1
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