Stability Oracle: a structure-based graph-transformer framework for identifying stabilizing mutations

DJ Diaz, C Gong, J Ouyang-Zhang, JM Loy… - Nature …, 2024 - nature.com
Engineering stabilized proteins is a fundamental challenge in the development of industrial
and pharmaceutical biotechnologies. We present Stability Oracle: a structure-based graph …

Asymmetric Synthesis of α-Chloroamides via Photoenzymatic Hydroalkylation of Olefins

Y Liu, SG Bender, D Sorigue, DJ Diaz… - Journal of the …, 2024 - ACS Publications
Photoenzymatic intermolecular hydroalkylations of olefins are highly enantioselective for
chiral centers formed during radical termination but poorly selective for centers set in the C …

Two sequence-and two structure-based ML models have learned different aspects of protein biochemistry

AV Kulikova, DJ Diaz, T Chen, TJ Cole, AD Ellington… - Scientific Reports, 2023 - nature.com
Deep learning models are seeing increased use as methods to predict mutational effects or
allowed mutations in proteins. The models commonly used for these purposes include large …

Exploring protein biochemistry with deep learning

AV Kulikova - 2023 - repositories.lib.utexas.edu
Deep learning has become widely used in biological sciences. More specifically, the
development of protein deep learning models has leveraged the evergrowing collection of …