Deep mutational scanning for therapeutic antibody engineering

KR Hanning, M Minot, AK Warrender, W Kelton… - Trends in …, 2022 - cell.com
The biophysical and functional properties of monoclonal antibody (mAb) drug candidates
are often improved by protein engineering methods to increase the probability of clinical …

Antigenic evolution of human influenza H3N2 neuraminidase is constrained by charge balancing

Y Wang, R Lei, A Nourmohammad, NC Wu - Elife, 2021 - elifesciences.org
As one of the main influenza antigens, neuraminidase (NA) in H3N2 virus has evolved
extensively for more than 50 years due to continuous immune pressure. While NA has …

A primer on model-guided exploration of fitness landscapes for biological sequence design

S Sinai, ED Kelsic - arXiv preprint arXiv:2010.10614, 2020 - arxiv.org
Machine learning methods are increasingly employed to address challenges faced by
biologists. One area that will greatly benefit from this cross-pollination is the problem of …

Higher-order epistasis and phenotypic prediction

J Zhou, MS Wong, WC Chen… - Proceedings of the …, 2022 - National Acad Sciences
Contemporary high-throughput mutagenesis experiments are providing an increasingly
detailed view of the complex patterns of genetic interaction that occur between multiple …

Empirical variance component regression for sequence-function relationships

J Zhou, M Wong, WC Chen, A Krainer, J Kinney… - BioRxiv, 2020 - repository.cshl.edu
Contemporary high-throughput mutagenesis experiments are providing an increasingly
detailed view of the complex patterns of genetic interaction that occur between multiple …