Transformer neural network for protein-specific de novo drug generation as a machine translation problem

Abstract Drug discovery for a protein target is a very laborious, long and costly process. Machine learning approaches and, in particular, deep generative networks can substantially reduce development time and costs. However, the majority of methods imply prior knowledge of protein binders, their ph...

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Bibliographic Details
Main Author: Daria Grechishnikova
Format: Article
Language:English
Published: Nature Portfolio 2021-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-020-79682-4