Article
Using machine learning to predict the effects and consequences of mutations in proteins.
Current opinion in structural biology - 1 Feb 2023
Diaz Daniel J, Kulikova Anastasiya V, Ellington Andrew D, Wilke Claus O
Abstract excerpt
Machine and deep learning approaches can leverage the increasingly available massive datasets of protein sequences, structures, and mutational effects to predict variants with improved fitness. Many different approaches are being developed, but systematic benchmarking studies indicate that even though the specifics of the machine learning algorithms matter, the more important constraint comes from the data...
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