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Deep mutational scanning for therapeutic antibody engineering

Trends Pharmacol Sci. 2021-12; 
Kyrin R Hanning, Mason Minot, Annmaree K Warrender, William Kelton, Sai T Reddy
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Abstract

The biophysical and functional properties of monoclonal antibody (mAb) drug candidates are often improved by protein engineering methods to increase the probability of clinical efficacy. One emerging method is deep mutational scanning (DMS) which combines the power of exhaustive protein mutagenesis and functional screening with deep sequencing and bioinformatics. The application of DMS has yielded significant improvements to the affinity, specificity, and stability of several preclinical antibodies alongside novel applications such as introducing multi-specific binding properties. DMS has also been applied directly on target antigens to precisely map antibody-binding epitopes and notably to profile the mutation... More

Keywords

antibodies, machine learning, mutagenesis, protein engineering