Deep-sea fish reveal an alternative developmental trajectory for vertebrate vision
Science Advances 12(7):eadx2596, 2026
Molecular simulation and AI forprotein science and therapeutic discovery.

How proteins move, interact, and respond to changes in sequence and environment.

Models that connect sequence and structure to measurable biological properties.

Proteins, peptides, antibodies, and small molecules for therapeutic discovery.

How mutations reshape stability, binding, and viral escape.
Current focus
Small changes in an opsin's amino-acid sequence shift the wavelength it responds to. We combine atomistic simulation with machine learning to predict that shift.

Science Advances 12(7):eadx2596, 2026
Scientific Reports 14(1):23122, 2024
Science 364(6440):588–592, 2019