Language Models Predict Drug Resistance from Complex Sequence Variation

Mutation in viruses and bacteria presents a major barrier to the development of vaccines, antiviral drugs, and antibiotics. Recently, neural language models trained on viral protein sequence evolution have shown promise in their ability to predict viral escape mutations, potentially enabling more in...

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Bibliographic Details
Main Author: Tso, Andy
Other Authors: Berger, Bonnie
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/139217